---
_id: '1140'
abstract:
- lang: eng
  text: 'Given a model of a system and an objective, the model-checking question asks
    whether the model satisfies the objective. We study polynomial-time problems in
    two classical models, graphs and Markov Decision Processes (MDPs), with respect
    to several fundamental -regular objectives, e.g., Rabin and Streett objectives.
    For many of these problems the best-known upper bounds are quadratic or cubic,
    yet no super-linear lower bounds are known. In this work our contributions are
    two-fold: First, we present several improved algorithms, and second, we present
    the first conditional super-linear lower bounds based on widely believed assumptions
    about the complexity of CNF-SAT and combinatorial Boolean matrix multiplication.
    A separation result for two models with respect to an objective means a conditional
    lower bound for one model that is strictly higher than the existing upper bound
    for the other model, and similarly for two objectives with respect to a model.
    Our results establish the following separation results: (1) A separation of models
    (graphs and MDPs) for disjunctive queries of reachability and Büchi objectives.
    (2) Two kinds of separations of objectives, both for graphs and MDPs, namely,
    (2a) the separation of dual objectives such as Streett/Rabin objectives, and (2b)
    the separation of conjunction and disjunction of multiple objectives of the same
    type such as safety, Büchi, and coBüchi. In summary, our results establish the
    first model and objective separation results for graphs and MDPs for various classical
    -regular objectives. Quite strikingly, we establish conditional lower bounds for
    the disjunction of objectives that are strictly higher than the existing upper
    bounds for the conjunction of the same objectives. © 2016 ACM.'
acknowledgement: "K.  C.,  M.  H.,  and  W.  D.  are  partially  supported  by  the
  \ Vienna\r\nScience and Technology Fund (WWTF) through project ICT15-003.\r\nK.
  C. is partially supported by the Austrian Science Fund (FWF)\r\nNFN Grant No S11407-N23
  (RiSE/SHiNE) and an ERC Start grant\r\n(279307: Graph Games). For W. D., M. H.,
  and V. L. the research\r\nleading to these results has received funding from the
  European\r\nResearch Council under the European Union’s Seventh Framework\r\nProgramme
  (FP/2007-2013) / ERC Grant Agreement no. 340506."
alternative_title:
- Proceedings Symposium on Logic in Computer Science
article_processing_charge: No
arxiv: 1
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Wolfgang
  full_name: Dvoák, Wolfgang
  last_name: Dvoák
- first_name: Monika H
  full_name: Henzinger, Monika H
  id: 540c9bbd-f2de-11ec-812d-d04a5be85630
  last_name: Henzinger
  orcid: 0000-0002-5008-6530
- first_name: Veronika
  full_name: Loitzenbauer, Veronika
  last_name: Loitzenbauer
citation:
  ama: 'Chatterjee K, Dvoák W, Henzinger MH, Loitzenbauer V. Model and objective separation
    with conditional lower bounds: disjunction is harder than conjunction. In: <i>Proceedings
    of the 31st Annual ACM/IEEE Symposium on Logic in Computer Science</i>. IEEE;
    2016:197-206. doi:<a href="https://doi.org/10.1145/2933575.2935304">10.1145/2933575.2935304</a>'
  apa: 'Chatterjee, K., Dvoák, W., Henzinger, M. H., &#38; Loitzenbauer, V. (2016).
    Model and objective separation with conditional lower bounds: disjunction is harder
    than conjunction. In <i>Proceedings of the 31st Annual ACM/IEEE Symposium on Logic
    in Computer Science</i> (pp. 197–206). New York, NY, USA: IEEE. <a href="https://doi.org/10.1145/2933575.2935304">https://doi.org/10.1145/2933575.2935304</a>'
  chicago: 'Chatterjee, Krishnendu, Wolfgang Dvoák, Monika H Henzinger, and Veronika
    Loitzenbauer. “Model and Objective Separation with Conditional Lower Bounds: Disjunction
    Is Harder than Conjunction.” In <i>Proceedings of the 31st Annual ACM/IEEE Symposium
    on Logic in Computer Science</i>, 197–206. IEEE, 2016. <a href="https://doi.org/10.1145/2933575.2935304">https://doi.org/10.1145/2933575.2935304</a>.'
  ieee: 'K. Chatterjee, W. Dvoák, M. H. Henzinger, and V. Loitzenbauer, “Model and
    objective separation with conditional lower bounds: disjunction is harder than
    conjunction,” in <i>Proceedings of the 31st Annual ACM/IEEE Symposium on Logic
    in Computer Science</i>, New York, NY, USA, 2016, pp. 197–206.'
  ista: 'Chatterjee K, Dvoák W, Henzinger MH, Loitzenbauer V. 2016. Model and objective
    separation with conditional lower bounds: disjunction is harder than conjunction.
    Proceedings of the 31st Annual ACM/IEEE Symposium on Logic in Computer Science.
    LICS: Logic in Computer Science, Proceedings Symposium on Logic in Computer Science,
    , 197–206.'
  mla: 'Chatterjee, Krishnendu, et al. “Model and Objective Separation with Conditional
    Lower Bounds: Disjunction Is Harder than Conjunction.” <i>Proceedings of the 31st
    Annual ACM/IEEE Symposium on Logic in Computer Science</i>, IEEE, 2016, pp. 197–206,
    doi:<a href="https://doi.org/10.1145/2933575.2935304">10.1145/2933575.2935304</a>.'
  short: K. Chatterjee, W. Dvoák, M.H. Henzinger, V. Loitzenbauer, in:, Proceedings
    of the 31st Annual ACM/IEEE Symposium on Logic in Computer Science, IEEE, 2016,
    pp. 197–206.
conference:
  end_date: 2016-07-08
  location: New York, NY, USA
  name: 'LICS: Logic in Computer Science'
  start_date: 2016-07-05
date_created: 2018-12-11T11:50:22Z
date_published: 2016-07-05T00:00:00Z
date_updated: 2025-06-02T08:53:44Z
day: '05'
department:
- _id: KrCh
doi: 10.1145/2933575.2935304
external_id:
  arxiv:
  - '1602.02670'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1602.02670
month: '07'
oa: 1
oa_version: Preprint
page: 197 - 206
project:
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 25892FC0-B435-11E9-9278-68D0E5697425
  grant_number: ICT15-003
  name: Efficient Algorithms for Computer Aided Verification
publication: Proceedings of the 31st Annual ACM/IEEE Symposium on Logic in Computer
  Science
publication_status: published
publisher: IEEE
publist_id: '6219'
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Model and objective separation with conditional lower bounds: disjunction
  is harder than conjunction'
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2016'
...
---
_id: '1166'
abstract:
- lang: eng
  text: POMDPs are standard models for probabilistic planning problems, where an agent
    interacts with an uncertain environment. We study the problem of almost-sure reachability,
    where given a set of target states, the question is to decide whether there is
    a policy to ensure that the target set is reached with probability 1 (almost-surely).
    While in general the problem is EXPTIMEcomplete, in many practical cases policies
    with a small amount of memory suffice. Moreover, the existing solution to the
    problem is explicit, which first requires to construct explicitly an exponential
    reduction to a belief-support MDP. In this work, we first study the existence
    of observation-stationary strategies, which is NP-complete, and then small-memory
    strategies. We present a symbolic algorithm by an efficient encoding to SAT and
    using a SAT solver for the problem. We report experimental results demonstrating
    the scalability of our symbolic (SAT-based) approach. © 2016, Association for
    the Advancement of Artificial Intelligence (www.aaai.org). All rights reserved.
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
- first_name: Jessica
  full_name: Davies, Jessica
  id: 378E0060-F248-11E8-B48F-1D18A9856A87
  last_name: Davies
citation:
  ama: 'Chatterjee K, Chmelik M, Davies J. A symbolic SAT based algorithm for almost
    sure reachability with small strategies in pomdps. In: <i>Proceedings of the Thirtieth
    AAAI Conference on Artificial Intelligence</i>. Vol 2016. AAAI Press; 2016:3225-3232.'
  apa: 'Chatterjee, K., Chmelik, M., &#38; Davies, J. (2016). A symbolic SAT based
    algorithm for almost sure reachability with small strategies in pomdps. In <i>Proceedings
    of the Thirtieth AAAI Conference on Artificial Intelligence</i> (Vol. 2016, pp.
    3225–3232). Phoenix, AZ, USA: AAAI Press.'
  chicago: Chatterjee, Krishnendu, Martin Chmelik, and Jessica Davies. “A Symbolic
    SAT Based Algorithm for Almost Sure Reachability with Small Strategies in Pomdps.”
    In <i>Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence</i>,
    2016:3225–32. AAAI Press, 2016.
  ieee: K. Chatterjee, M. Chmelik, and J. Davies, “A symbolic SAT based algorithm
    for almost sure reachability with small strategies in pomdps,” in <i>Proceedings
    of the Thirtieth AAAI Conference on Artificial Intelligence</i>, Phoenix, AZ,
    USA, 2016, vol. 2016, pp. 3225–3232.
  ista: 'Chatterjee K, Chmelik M, Davies J. 2016. A symbolic SAT based algorithm for
    almost sure reachability with small strategies in pomdps. Proceedings of the Thirtieth
    AAAI Conference on Artificial Intelligence. AAAI: Conference on Artificial Intelligence
    vol. 2016, 3225–3232.'
  mla: Chatterjee, Krishnendu, et al. “A Symbolic SAT Based Algorithm for Almost Sure
    Reachability with Small Strategies in Pomdps.” <i>Proceedings of the Thirtieth
    AAAI Conference on Artificial Intelligence</i>, vol. 2016, AAAI Press, 2016, pp.
    3225–32.
  short: K. Chatterjee, M. Chmelik, J. Davies, in:, Proceedings of the Thirtieth AAAI
    Conference on Artificial Intelligence, AAAI Press, 2016, pp. 3225–3232.
conference:
  end_date: 2016-02-17
  location: Phoenix, AZ, USA
  name: 'AAAI: Conference on Artificial Intelligence'
  start_date: 2016-02-12
date_created: 2018-12-11T11:50:30Z
date_published: 2016-12-02T00:00:00Z
date_updated: 2023-02-23T12:26:41Z
day: '02'
department:
- _id: KrCh
- _id: ToHe
ec_funded: 1
intvolume: '      2016'
language:
- iso: eng
month: '12'
oa_version: None
page: 3225 - 3232
project:
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
publication: Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence
publication_status: published
publisher: AAAI Press
publist_id: '6191'
quality_controlled: '1'
related_material:
  link:
  - relation: table_of_contents
    url: https://dl.acm.org/citation.cfm?id=3016355
  record:
  - id: '5443'
    relation: earlier_version
    status: public
status: public
title: A symbolic SAT based algorithm for almost sure reachability with small strategies
  in pomdps
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 2016
year: '2016'
...
---
_id: '478'
abstract:
- lang: eng
  text: 'Magic: the Gathering is a game about magical combat for any number of players.
    Formally it is a zero-sum, imperfect information stochastic game that consists
    of a potentially unbounded number of steps. We consider the problem of deciding
    if a move is legal in a given single step of Magic. We show that the problem is
    (a) coNP-complete in general; and (b) in P if either of two small sets of cards
    are not used. Our lower bound holds even for single-player Magic games. The significant
    aspects of our results are as follows: First, in most real-life game problems,
    the task of deciding whether a given move is legal in a single step is trivial,
    and the computationally hard task is to find the best sequence of legal moves
    in the presence of multiple players. In contrast, quite uniquely our hardness
    result holds for single step and with only one-player. Second, we establish efficient
    algorithms for important special cases of Magic.'
alternative_title:
- Frontiers in Artificial Intelligence and Applications
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Rasmus
  full_name: Ibsen-Jensen, Rasmus
  id: 3B699956-F248-11E8-B48F-1D18A9856A87
  last_name: Ibsen-Jensen
  orcid: 0000-0003-4783-0389
citation:
  ama: 'Chatterjee K, Ibsen-Jensen R. The complexity of deciding legality of a single
    step of magic: The gathering. In: Vol 285. IOS Press; 2016:1432-1439. doi:<a href="https://doi.org/10.3233/978-1-61499-672-9-1432">10.3233/978-1-61499-672-9-1432</a>'
  apa: 'Chatterjee, K., &#38; Ibsen-Jensen, R. (2016). The complexity of deciding
    legality of a single step of magic: The gathering (Vol. 285, pp. 1432–1439). Presented
    at the ECAI: European Conference on Artificial Intelligence, The Hague, Netherlands:
    IOS Press. <a href="https://doi.org/10.3233/978-1-61499-672-9-1432">https://doi.org/10.3233/978-1-61499-672-9-1432</a>'
  chicago: 'Chatterjee, Krishnendu, and Rasmus Ibsen-Jensen. “The Complexity of Deciding
    Legality of a Single Step of Magic: The Gathering,” 285:1432–39. IOS Press, 2016.
    <a href="https://doi.org/10.3233/978-1-61499-672-9-1432">https://doi.org/10.3233/978-1-61499-672-9-1432</a>.'
  ieee: 'K. Chatterjee and R. Ibsen-Jensen, “The complexity of deciding legality of
    a single step of magic: The gathering,” presented at the ECAI: European Conference
    on Artificial Intelligence, The Hague, Netherlands, 2016, vol. 285, pp. 1432–1439.'
  ista: 'Chatterjee K, Ibsen-Jensen R. 2016. The complexity of deciding legality of
    a single step of magic: The gathering. ECAI: European Conference on Artificial
    Intelligence, Frontiers in Artificial Intelligence and Applications, vol. 285,
    1432–1439.'
  mla: 'Chatterjee, Krishnendu, and Rasmus Ibsen-Jensen. <i>The Complexity of Deciding
    Legality of a Single Step of Magic: The Gathering</i>. Vol. 285, IOS Press, 2016,
    pp. 1432–39, doi:<a href="https://doi.org/10.3233/978-1-61499-672-9-1432">10.3233/978-1-61499-672-9-1432</a>.'
  short: K. Chatterjee, R. Ibsen-Jensen, in:, IOS Press, 2016, pp. 1432–1439.
conference:
  end_date: 2016-09-02
  location: The Hague, Netherlands
  name: 'ECAI: European Conference on Artificial Intelligence'
  start_date: 2016-08-29
date_created: 2018-12-11T11:46:41Z
date_published: 2016-01-01T00:00:00Z
date_updated: 2021-01-12T08:00:54Z
day: '01'
ddc:
- '004'
department:
- _id: KrCh
doi: 10.3233/978-1-61499-672-9-1432
file:
- access_level: open_access
  checksum: 848043c812ace05e459579c923f3d3cf
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:07:59Z
  date_updated: 2020-07-14T12:46:35Z
  file_id: '4658'
  file_name: IST-2018-950-v1+1_2016_Chatterjee_The_complexity.pdf
  file_size: 2116225
  relation: main_file
file_date_updated: 2020-07-14T12:46:35Z
has_accepted_license: '1'
intvolume: '       285'
language:
- iso: eng
month: '01'
oa: 1
oa_version: Published Version
page: 1432 - 1439
publication_status: published
publisher: IOS Press
publist_id: '7342'
pubrep_id: '950'
quality_controlled: '1'
scopus_import: 1
status: public
title: 'The complexity of deciding legality of a single step of magic: The gathering'
tmp:
  image: /images/cc_by_nc.png
  legal_code_url: https://creativecommons.org/licenses/by-nc/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)
  short: CC BY-NC (4.0)
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 285
year: '2016'
...
---
_id: '480'
abstract:
- lang: eng
  text: Graph games provide the foundation for modeling and synthesizing reactive
    processes. In the synthesis of stochastic reactive processes, the traditional
    model is perfect-information stochastic games, where some transitions of the game
    graph are controlled by two adversarial players, and the other transitions are
    executed probabilistically. We consider such games where the objective is the
    conjunction of several quantitative objectives (specified as mean-payoff conditions),
    which we refer to as generalized mean-payoff objectives. The basic decision problem
    asks for the existence of a finite-memory strategy for a player that ensures the
    generalized mean-payoff objective be satisfied with a desired probability against
    all strategies of the opponent. A special case of the decision problem is the
    almost-sure problem where the desired probability is 1. Previous results presented
    a semi-decision procedure for -approximations of the almost-sure problem. In this
    work, we show that both the almost-sure problem as well as the general basic decision
    problem are coNP-complete, significantly improving the previous results. Moreover,
    we show that in the case of 1-player stochastic games, randomized memoryless strategies
    are sufficient and the problem can be solved in polynomial time. In contrast,
    in two-player stochastic games, we show that even with randomized strategies exponential
    memory is required in general, and present a matching exponential upper bound.
    We also study the basic decision problem with infinite-memory strategies and present
    computational complexity results for the problem. Our results are relevant in
    the synthesis of stochastic reactive systems with multiple quantitative requirements.
alternative_title:
- Proceedings Symposium on Logic in Computer Science
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Laurent
  full_name: Doyen, Laurent
  last_name: Doyen
citation:
  ama: 'Chatterjee K, Doyen L. Perfect-information stochastic games with generalized
    mean-payoff objectives. In: Vol 05-08-July-2016. IEEE; 2016:247-256. doi:<a href="https://doi.org/10.1145/2933575.2934513">10.1145/2933575.2934513</a>'
  apa: 'Chatterjee, K., &#38; Doyen, L. (2016). Perfect-information stochastic games
    with generalized mean-payoff objectives (Vol. 05-08-July-2016, pp. 247–256). Presented
    at the LICS: Logic in Computer Science, New York, NY, USA: IEEE. <a href="https://doi.org/10.1145/2933575.2934513">https://doi.org/10.1145/2933575.2934513</a>'
  chicago: Chatterjee, Krishnendu, and Laurent Doyen. “Perfect-Information Stochastic
    Games with Generalized Mean-Payoff Objectives,” 05-08-July-2016:247–56. IEEE,
    2016. <a href="https://doi.org/10.1145/2933575.2934513">https://doi.org/10.1145/2933575.2934513</a>.
  ieee: 'K. Chatterjee and L. Doyen, “Perfect-information stochastic games with generalized
    mean-payoff objectives,” presented at the LICS: Logic in Computer Science, New
    York, NY, USA, 2016, vol. 05-08-July-2016, pp. 247–256.'
  ista: 'Chatterjee K, Doyen L. 2016. Perfect-information stochastic games with generalized
    mean-payoff objectives. LICS: Logic in Computer Science, Proceedings Symposium
    on Logic in Computer Science, vol. 05-08-July-2016, 247–256.'
  mla: Chatterjee, Krishnendu, and Laurent Doyen. <i>Perfect-Information Stochastic
    Games with Generalized Mean-Payoff Objectives</i>. Vol. 05-08-July-2016, IEEE,
    2016, pp. 247–56, doi:<a href="https://doi.org/10.1145/2933575.2934513">10.1145/2933575.2934513</a>.
  short: K. Chatterjee, L. Doyen, in:, IEEE, 2016, pp. 247–256.
conference:
  end_date: 2016-07-08
  location: New York, NY, USA
  name: 'LICS: Logic in Computer Science'
  start_date: 2016-07-05
date_created: 2018-12-11T11:46:42Z
date_published: 2016-07-05T00:00:00Z
date_updated: 2021-01-12T08:00:56Z
day: '05'
department:
- _id: KrCh
doi: 10.1145/2933575.2934513
ec_funded: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1604.06376
month: '07'
oa: 1
oa_version: Preprint
page: 247 - 256
project:
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 25892FC0-B435-11E9-9278-68D0E5697425
  grant_number: ICT15-003
  name: Efficient Algorithms for Computer Aided Verification
publication_status: published
publisher: IEEE
publist_id: '7340'
quality_controlled: '1'
scopus_import: 1
status: public
title: Perfect-information stochastic games with generalized mean-payoff objectives
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 05-08-July-2016
year: '2016'
...
---
_id: '5445'
abstract:
- lang: eng
  text: 'We consider the quantitative analysis problem for interprocedural control-flow
    graphs (ICFGs). The input consists of an ICFG, a positive weight function that
    assigns every transition a positive integer-valued number, and a labelling of
    the transitions (events) as good, bad, and neutral events. The weight function
    assigns to each transition a numerical value that represents ameasure of how good
    or bad an event is. The quantitative analysis problem asks whether there is a
    run of the ICFG where the ratio of the sum of the numerical weights of good events
    versus the sum of weights of bad events in the long-run is at least a given threshold
    (or equivalently, to compute the maximal ratio among all valid paths in the ICFG).
    The quantitative analysis problem for ICFGs can be solved in polynomial time,
    and we present an efficient and practical algorithm for the problem. We show that
    several problems relevant for static program analysis, such as estimating the
    worst-case execution time of a program or the average energy consumption of a
    mobile application, can be modeled in our framework. We have implemented our algorithm
    as a tool in the Java Soot framework. We demonstrate the effectiveness of our
    approach with two case studies. First, we show that our framework provides a sound
    approach (no false positives) for the analysis of inefficiently-used containers.
    Second, we show that our approach can also be used for static profiling of programs
    which reasons about methods that are frequently invoked. Our experimental results
    show that our tool scales to relatively large benchmarks, and discovers relevant
    and useful information that can be used to optimize performance of the programs. '
alternative_title:
- IST Austria Technical Report
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Andreas
  full_name: Pavlogiannis, Andreas
  id: 49704004-F248-11E8-B48F-1D18A9856A87
  last_name: Pavlogiannis
  orcid: 0000-0002-8943-0722
- first_name: Yaron
  full_name: Velner, Yaron
  last_name: Velner
citation:
  ama: Chatterjee K, Pavlogiannis A, Velner Y. <i>Quantitative Interprocedural Analysis</i>.
    IST Austria; 2016. doi:<a href="https://doi.org/10.15479/AT:IST-2016-523-v1-1">10.15479/AT:IST-2016-523-v1-1</a>
  apa: Chatterjee, K., Pavlogiannis, A., &#38; Velner, Y. (2016). <i>Quantitative
    interprocedural analysis</i>. IST Austria. <a href="https://doi.org/10.15479/AT:IST-2016-523-v1-1">https://doi.org/10.15479/AT:IST-2016-523-v1-1</a>
  chicago: Chatterjee, Krishnendu, Andreas Pavlogiannis, and Yaron Velner. <i>Quantitative
    Interprocedural Analysis</i>. IST Austria, 2016. <a href="https://doi.org/10.15479/AT:IST-2016-523-v1-1">https://doi.org/10.15479/AT:IST-2016-523-v1-1</a>.
  ieee: K. Chatterjee, A. Pavlogiannis, and Y. Velner, <i>Quantitative interprocedural
    analysis</i>. IST Austria, 2016.
  ista: Chatterjee K, Pavlogiannis A, Velner Y. 2016. Quantitative interprocedural
    analysis, IST Austria, 33p.
  mla: Chatterjee, Krishnendu, et al. <i>Quantitative Interprocedural Analysis</i>.
    IST Austria, 2016, doi:<a href="https://doi.org/10.15479/AT:IST-2016-523-v1-1">10.15479/AT:IST-2016-523-v1-1</a>.
  short: K. Chatterjee, A. Pavlogiannis, Y. Velner, Quantitative Interprocedural Analysis,
    IST Austria, 2016.
date_created: 2018-12-12T11:39:22Z
date_published: 2016-03-31T00:00:00Z
date_updated: 2023-02-23T10:06:22Z
day: '31'
ddc:
- '005'
department:
- _id: KrCh
doi: 10.15479/AT:IST-2016-523-v1-1
file:
- access_level: open_access
  checksum: cef516fa091925b5868813e355268fb4
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  creator: system
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file_date_updated: 2020-07-14T12:46:58Z
has_accepted_license: '1'
language:
- iso: eng
month: '03'
oa: 1
oa_version: Published Version
page: '33'
publication_identifier:
  issn:
  - 2664-1690
publication_status: published
publisher: IST Austria
pubrep_id: '523'
related_material:
  record:
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    relation: later_version
    status: public
status: public
title: Quantitative interprocedural analysis
type: technical_report
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2016'
...
---
_id: '5449'
abstract:
- lang: eng
  text: "The fixation probability is the probability that a new mutant introduced
    in a homogeneous population eventually takes over the entire population.\r\nThe
    fixation probability is a fundamental quantity of natural selection, and known
    to depend on the population structure.\r\nAmplifiers of natural selection are
    population structures which increase the fixation probability of advantageous
    mutants, as compared to the baseline case of well-mixed populations. In this work
    we focus on symmetric population structures represented as undirected graphs.
    In the regime of undirected graphs, the strongest amplifier known has been the
    Star graph, and the existence of undirected graphs with stronger amplification
    properties has remained open for over a decade.\r\nIn this work we present the
    Comet and Comet-swarm families of undirected graphs. We show that for a range
    of fitness values of the mutants, the Comet and Comet-swarm graphs have fixation
    probability strictly larger than the fixation probability of the Star graph, for
    fixed population size and at the limit of large populations, respectively."
alternative_title:
- IST Austria Technical Report
author:
- first_name: Andreas
  full_name: Pavlogiannis, Andreas
  id: 49704004-F248-11E8-B48F-1D18A9856A87
  last_name: Pavlogiannis
  orcid: 0000-0002-8943-0722
- first_name: Josef
  full_name: Tkadlec, Josef
  id: 3F24CCC8-F248-11E8-B48F-1D18A9856A87
  last_name: Tkadlec
  orcid: 0000-0002-1097-9684
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Nowak, Martin
  last_name: Nowak
citation:
  ama: 'Pavlogiannis A, Tkadlec J, Chatterjee K, Nowak M. <i>Amplification on Undirected
    Population Structures: Comets Beat Stars</i>. IST Austria; 2016. doi:<a href="https://doi.org/10.15479/AT:IST-2016-648-v1-1">10.15479/AT:IST-2016-648-v1-1</a>'
  apa: 'Pavlogiannis, A., Tkadlec, J., Chatterjee, K., &#38; Nowak, M. (2016). <i>Amplification
    on undirected population structures: Comets beat stars</i>. IST Austria. <a href="https://doi.org/10.15479/AT:IST-2016-648-v1-1">https://doi.org/10.15479/AT:IST-2016-648-v1-1</a>'
  chicago: 'Pavlogiannis, Andreas, Josef Tkadlec, Krishnendu Chatterjee, and Martin
    Nowak. <i>Amplification on Undirected Population Structures: Comets Beat Stars</i>.
    IST Austria, 2016. <a href="https://doi.org/10.15479/AT:IST-2016-648-v1-1">https://doi.org/10.15479/AT:IST-2016-648-v1-1</a>.'
  ieee: 'A. Pavlogiannis, J. Tkadlec, K. Chatterjee, and M. Nowak, <i>Amplification
    on undirected population structures: Comets beat stars</i>. IST Austria, 2016.'
  ista: 'Pavlogiannis A, Tkadlec J, Chatterjee K, Nowak M. 2016. Amplification on
    undirected population structures: Comets beat stars, IST Austria, 22p.'
  mla: 'Pavlogiannis, Andreas, et al. <i>Amplification on Undirected Population Structures:
    Comets Beat Stars</i>. IST Austria, 2016, doi:<a href="https://doi.org/10.15479/AT:IST-2016-648-v1-1">10.15479/AT:IST-2016-648-v1-1</a>.'
  short: 'A. Pavlogiannis, J. Tkadlec, K. Chatterjee, M. Nowak, Amplification on Undirected
    Population Structures: Comets Beat Stars, IST Austria, 2016.'
date_created: 2018-12-12T11:39:24Z
date_published: 2016-11-09T00:00:00Z
date_updated: 2023-02-23T12:22:21Z
day: '09'
ddc:
- '519'
department:
- _id: KrCh
doi: 10.15479/AT:IST-2016-648-v1-1
file:
- access_level: open_access
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  content_type: application/pdf
  creator: system
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  file_name: IST-2016-648-v1+1_tr.pdf
  file_size: 1264221
  relation: main_file
file_date_updated: 2020-07-14T12:46:58Z
has_accepted_license: '1'
language:
- iso: eng
month: '11'
oa: 1
oa_version: Updated Version
page: '22'
publication_identifier:
  issn:
  - 2664-1690
publication_status: published
publisher: IST Austria
pubrep_id: '648'
related_material:
  record:
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    status: public
status: public
title: 'Amplification on undirected population structures: Comets beat stars'
type: technical_report
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2016'
...
---
_id: '5451'
alternative_title:
- IST Austria Technical Report
author:
- first_name: Andreas
  full_name: Pavlogiannis, Andreas
  id: 49704004-F248-11E8-B48F-1D18A9856A87
  last_name: Pavlogiannis
  orcid: 0000-0002-8943-0722
- first_name: Josef
  full_name: Tkadlec, Josef
  id: 3F24CCC8-F248-11E8-B48F-1D18A9856A87
  last_name: Tkadlec
  orcid: 0000-0002-1097-9684
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Nowak, Martin
  last_name: Nowak
citation:
  ama: Pavlogiannis A, Tkadlec J, Chatterjee K, Nowak M. <i>Strong Amplifiers of Natural
    Selection</i>. IST Austria; 2016. doi:<a href="https://doi.org/10.15479/AT:IST-2016-728-v1-1">10.15479/AT:IST-2016-728-v1-1</a>
  apa: Pavlogiannis, A., Tkadlec, J., Chatterjee, K., &#38; Nowak, M. (2016). <i>Strong
    amplifiers of natural selection</i>. IST Austria. <a href="https://doi.org/10.15479/AT:IST-2016-728-v1-1">https://doi.org/10.15479/AT:IST-2016-728-v1-1</a>
  chicago: Pavlogiannis, Andreas, Josef Tkadlec, Krishnendu Chatterjee, and Martin
    Nowak. <i>Strong Amplifiers of Natural Selection</i>. IST Austria, 2016. <a href="https://doi.org/10.15479/AT:IST-2016-728-v1-1">https://doi.org/10.15479/AT:IST-2016-728-v1-1</a>.
  ieee: A. Pavlogiannis, J. Tkadlec, K. Chatterjee, and M. Nowak, <i>Strong amplifiers
    of natural selection</i>. IST Austria, 2016.
  ista: Pavlogiannis A, Tkadlec J, Chatterjee K, Nowak M. 2016. Strong amplifiers
    of natural selection, IST Austria, 34p.
  mla: Pavlogiannis, Andreas, et al. <i>Strong Amplifiers of Natural Selection</i>.
    IST Austria, 2016, doi:<a href="https://doi.org/10.15479/AT:IST-2016-728-v1-1">10.15479/AT:IST-2016-728-v1-1</a>.
  short: A. Pavlogiannis, J. Tkadlec, K. Chatterjee, M. Nowak, Strong Amplifiers of
    Natural Selection, IST Austria, 2016.
date_created: 2018-12-12T11:39:24Z
date_published: 2016-12-30T00:00:00Z
date_updated: 2023-02-23T12:27:05Z
day: '30'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.15479/AT:IST-2016-728-v1-1
file:
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  checksum: 7b8bb17c322c0556acba6ac169fa71c1
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  file_name: IST-2016-728-v1+1_main.pdf
  file_size: 1014732
  relation: main_file
file_date_updated: 2020-07-14T12:46:59Z
has_accepted_license: '1'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
page: '34'
publication_identifier:
  issn:
  - 2664-1690
publication_status: published
publisher: IST Austria
pubrep_id: '728'
status: public
title: Strong amplifiers of natural selection
type: technical_report
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2016'
...
---
_id: '5452'
alternative_title:
- IST Austria Technical Report
article_processing_charge: No
author:
- first_name: Andreas
  full_name: Pavlogiannis, Andreas
  id: 49704004-F248-11E8-B48F-1D18A9856A87
  last_name: Pavlogiannis
  orcid: 0000-0002-8943-0722
- first_name: Josef
  full_name: Tkadlec, Josef
  id: 3F24CCC8-F248-11E8-B48F-1D18A9856A87
  last_name: Tkadlec
  orcid: 0000-0002-1097-9684
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Nowak, Martin
  last_name: Nowak
citation:
  ama: Pavlogiannis A, Tkadlec J, Chatterjee K, Nowak M. <i>Arbitrarily Strong Amplifiers
    of Natural Selection</i>. IST Austria; 2016. doi:<a href="https://doi.org/10.15479/AT:IST-2017-728-v2-1">10.15479/AT:IST-2017-728-v2-1</a>
  apa: Pavlogiannis, A., Tkadlec, J., Chatterjee, K., &#38; Nowak, M. (2016). <i>Arbitrarily
    strong amplifiers of natural selection</i>. IST Austria. <a href="https://doi.org/10.15479/AT:IST-2017-728-v2-1">https://doi.org/10.15479/AT:IST-2017-728-v2-1</a>
  chicago: Pavlogiannis, Andreas, Josef Tkadlec, Krishnendu Chatterjee, and Martin
    Nowak. <i>Arbitrarily Strong Amplifiers of Natural Selection</i>. IST Austria,
    2016. <a href="https://doi.org/10.15479/AT:IST-2017-728-v2-1">https://doi.org/10.15479/AT:IST-2017-728-v2-1</a>.
  ieee: A. Pavlogiannis, J. Tkadlec, K. Chatterjee, and M. Nowak, <i>Arbitrarily strong
    amplifiers of natural selection</i>. IST Austria, 2016.
  ista: Pavlogiannis A, Tkadlec J, Chatterjee K, Nowak M. 2016. Arbitrarily strong
    amplifiers of natural selection, IST Austria, 32p.
  mla: Pavlogiannis, Andreas, et al. <i>Arbitrarily Strong Amplifiers of Natural Selection</i>.
    IST Austria, 2016, doi:<a href="https://doi.org/10.15479/AT:IST-2017-728-v2-1">10.15479/AT:IST-2017-728-v2-1</a>.
  short: A. Pavlogiannis, J. Tkadlec, K. Chatterjee, M. Nowak, Arbitrarily Strong
    Amplifiers of Natural Selection, IST Austria, 2016.
date_created: 2018-12-12T11:39:25Z
date_published: 2016-12-30T00:00:00Z
date_updated: 2024-02-21T13:48:42Z
day: '30'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.15479/AT:IST-2017-728-v2-1
ec_funded: 1
file:
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  checksum: 58e895f26c82f560c0f0989bf8b08599
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  file_name: IST-2017-728-v2+1_main.pdf
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file_date_updated: 2020-07-14T12:46:59Z
has_accepted_license: '1'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
page: '32'
project:
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
publication_identifier:
  issn:
  - 2664-1690
publication_status: published
publisher: IST Austria
pubrep_id: '750'
related_material:
  record:
  - id: '5453'
    relation: later_version
    status: public
  - id: '5559'
    relation: popular_science
    status: public
status: public
title: Arbitrarily strong amplifiers of natural selection
type: technical_report
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2016'
...
---
_id: '5453'
alternative_title:
- IST Austria Technical Report
author:
- first_name: Andreas
  full_name: Pavlogiannis, Andreas
  id: 49704004-F248-11E8-B48F-1D18A9856A87
  last_name: Pavlogiannis
  orcid: 0000-0002-8943-0722
- first_name: Josef
  full_name: Tkadlec, Josef
  id: 3F24CCC8-F248-11E8-B48F-1D18A9856A87
  last_name: Tkadlec
  orcid: 0000-0002-1097-9684
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Nowak, Martin
  last_name: Nowak
citation:
  ama: Pavlogiannis A, Tkadlec J, Chatterjee K, Nowak M. <i>Arbitrarily Strong Amplifiers
    of Natural Selection</i>. IST Austria; 2016. doi:<a href="https://doi.org/10.15479/AT:IST-2017-749-v3-1">10.15479/AT:IST-2017-749-v3-1</a>
  apa: Pavlogiannis, A., Tkadlec, J., Chatterjee, K., &#38; Nowak, M. (2016). <i>Arbitrarily
    strong amplifiers of natural selection</i>. IST Austria. <a href="https://doi.org/10.15479/AT:IST-2017-749-v3-1">https://doi.org/10.15479/AT:IST-2017-749-v3-1</a>
  chicago: Pavlogiannis, Andreas, Josef Tkadlec, Krishnendu Chatterjee, and Martin
    Nowak. <i>Arbitrarily Strong Amplifiers of Natural Selection</i>. IST Austria,
    2016. <a href="https://doi.org/10.15479/AT:IST-2017-749-v3-1">https://doi.org/10.15479/AT:IST-2017-749-v3-1</a>.
  ieee: A. Pavlogiannis, J. Tkadlec, K. Chatterjee, and M. Nowak, <i>Arbitrarily strong
    amplifiers of natural selection</i>. IST Austria, 2016.
  ista: Pavlogiannis A, Tkadlec J, Chatterjee K, Nowak M. 2016. Arbitrarily strong
    amplifiers of natural selection, IST Austria, 34p.
  mla: Pavlogiannis, Andreas, et al. <i>Arbitrarily Strong Amplifiers of Natural Selection</i>.
    IST Austria, 2016, doi:<a href="https://doi.org/10.15479/AT:IST-2017-749-v3-1">10.15479/AT:IST-2017-749-v3-1</a>.
  short: A. Pavlogiannis, J. Tkadlec, K. Chatterjee, M. Nowak, Arbitrarily Strong
    Amplifiers of Natural Selection, IST Austria, 2016.
date_created: 2018-12-12T11:39:25Z
date_published: 2016-12-30T00:00:00Z
date_updated: 2023-02-23T12:27:07Z
day: '30'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.15479/AT:IST-2017-749-v3-1
file:
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  checksum: 83b0313dab3bff4bdb6ac38695026fda
  content_type: application/pdf
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  file_name: IST-2017-749-v3+1_main.pdf
  file_size: 1015647
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file_date_updated: 2020-07-14T12:46:59Z
has_accepted_license: '1'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
page: '34'
publication_identifier:
  issn:
  - 2664-1690
publication_status: published
publisher: IST Austria
pubrep_id: '755'
related_material:
  record:
  - id: '5452'
    relation: earlier_version
    status: public
status: public
title: Arbitrarily strong amplifiers of natural selection
type: technical_report
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2016'
...
---
_id: '1437'
abstract:
- lang: eng
  text: We study algorithmic questions for concurrent systems where the transitions
    are labeled from a complete, closed semiring, and path properties are algebraic
    with semiring operations. The algebraic path properties can model dataflow analysis
    problems, the shortest path problem, and many other natural problems that arise
    in program analysis. We consider that each component of the concurrent system
    is a graph with constant treewidth, a property satisfied by the controlflow graphs
    of most programs. We allow for multiple possible queries, which arise naturally
    in demand driven dataflow analysis. The study of multiple queries allows us to
    consider the tradeoff between the resource usage of the one-time preprocessing
    and for each individual query. The traditional approach constructs the product
    graph of all components and applies the best-known graph algorithm on the product.
    In this approach, even the answer to a single query requires the transitive closure
    (i.e., the results of all possible queries), which provides no room for tradeoff
    between preprocessing and query time. Our main contributions are algorithms that
    significantly improve the worst-case running time of the traditional approach,
    and provide various tradeoffs depending on the number of queries. For example,
    in a concurrent system of two components, the traditional approach requires hexic
    time in the worst case for answering one query as well as computing the transitive
    closure, whereas we show that with one-time preprocessing in almost cubic time,
    each subsequent query can be answered in at most linear time, and even the transitive
    closure can be computed in almost quartic time. Furthermore, we establish conditional
    optimality results showing that the worst-case running time of our algorithms
    cannot be improved without achieving major breakthroughs in graph algorithms (i.e.,
    improving the worst-case bound for the shortest path problem in general graphs).
    Preliminary experimental results show that our algorithms perform favorably on
    several benchmarks.
alternative_title:
- POPL
arxiv: 1
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Amir
  full_name: Goharshady, Amir
  id: 391365CE-F248-11E8-B48F-1D18A9856A87
  last_name: Goharshady
  orcid: 0000-0003-1702-6584
- first_name: Rasmus
  full_name: Ibsen-Jensen, Rasmus
  id: 3B699956-F248-11E8-B48F-1D18A9856A87
  last_name: Ibsen-Jensen
  orcid: 0000-0003-4783-0389
- first_name: Andreas
  full_name: Pavlogiannis, Andreas
  id: 49704004-F248-11E8-B48F-1D18A9856A87
  last_name: Pavlogiannis
  orcid: 0000-0002-8943-0722
citation:
  ama: 'Chatterjee K, Goharshady AK, Ibsen-Jensen R, Pavlogiannis A. Algorithms for
    algebraic path properties in concurrent systems of constant treewidth components.
    In: Vol 20-22. ACM; 2016:733-747. doi:<a href="https://doi.org/10.1145/2837614.2837624">10.1145/2837614.2837624</a>'
  apa: 'Chatterjee, K., Goharshady, A. K., Ibsen-Jensen, R., &#38; Pavlogiannis, A.
    (2016). Algorithms for algebraic path properties in concurrent systems of constant
    treewidth components (Vol. 20–22, pp. 733–747). Presented at the POPL: Principles
    of Programming Languages, St. Petersburg, FL, USA: ACM. <a href="https://doi.org/10.1145/2837614.2837624">https://doi.org/10.1145/2837614.2837624</a>'
  chicago: Chatterjee, Krishnendu, Amir Kafshdar Goharshady, Rasmus Ibsen-Jensen,
    and Andreas Pavlogiannis. “Algorithms for Algebraic Path Properties in Concurrent
    Systems of Constant Treewidth Components,” 20–22:733–47. ACM, 2016. <a href="https://doi.org/10.1145/2837614.2837624">https://doi.org/10.1145/2837614.2837624</a>.
  ieee: 'K. Chatterjee, A. K. Goharshady, R. Ibsen-Jensen, and A. Pavlogiannis, “Algorithms
    for algebraic path properties in concurrent systems of constant treewidth components,”
    presented at the POPL: Principles of Programming Languages, St. Petersburg, FL,
    USA, 2016, vol. 20–22, pp. 733–747.'
  ista: 'Chatterjee K, Goharshady AK, Ibsen-Jensen R, Pavlogiannis A. 2016. Algorithms
    for algebraic path properties in concurrent systems of constant treewidth components.
    POPL: Principles of Programming Languages, POPL, vol. 20–22, 733–747.'
  mla: Chatterjee, Krishnendu, et al. <i>Algorithms for Algebraic Path Properties
    in Concurrent Systems of Constant Treewidth Components</i>. Vol. 20–22, ACM, 2016,
    pp. 733–47, doi:<a href="https://doi.org/10.1145/2837614.2837624">10.1145/2837614.2837624</a>.
  short: K. Chatterjee, A.K. Goharshady, R. Ibsen-Jensen, A. Pavlogiannis, in:, ACM,
    2016, pp. 733–747.
conference:
  end_date: 2016-01-22
  location: St. Petersburg, FL, USA
  name: 'POPL: Principles of Programming Languages'
  start_date: 2016-01-20
date_created: 2018-12-11T11:52:01Z
date_published: 2016-01-11T00:00:00Z
date_updated: 2024-03-25T23:30:18Z
day: '11'
department:
- _id: KrCh
doi: 10.1145/2837614.2837624
ec_funded: 1
external_id:
  arxiv:
  - '1510.07565'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://arxiv.org/abs/1510.07565
month: '01'
oa: 1
oa_version: Preprint
page: 733 - 747
project:
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
publication_status: published
publisher: ACM
publist_id: '5761'
quality_controlled: '1'
related_material:
  record:
  - id: '5441'
    relation: earlier_version
    status: public
  - id: '5442'
    relation: earlier_version
    status: public
  - id: '821'
    relation: dissertation_contains
    status: public
  - id: '6009'
    relation: later_version
    status: public
  - id: '8934'
    relation: dissertation_contains
    status: public
scopus_import: 1
status: public
title: Algorithms for algebraic path properties in concurrent systems of constant
  treewidth components
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 20-22
year: '2016'
...
---
_id: '1438'
abstract:
- lang: eng
  text: 'In this paper, we consider termination of probabilistic programs with real-valued
    variables. The questions concerned are: (a) qualitative ones that ask (i) whether
    the program terminates with probability 1 (almost-sure termination) and (ii) whether
    the expected termination time is finite (finite termination); (b) quantitative
    ones that ask (i) to approximate the expected termination time (expectation problem)
    and (ii) to compute a bound B such that the probability to terminate after B steps
    decreases exponentially (concentration problem). To solve these questions, we
    utilize the notion of ranking supermartingales which is a powerful approach for
    proving termination of probabilistic programs. In detail, we focus on algorithmic
    synthesis of linear ranking-supermartingales over affine probabilistic programs
    (APP''s) with both angelic and demonic non-determinism. An important subclass
    of APP''s is LRAPP which is defined as the class of all APP''s over which a linear
    ranking-supermartingale exists. Our main contributions are as follows. Firstly,
    we show that the membership problem of LRAPP (i) can be decided in polynomial
    time for APP''s with at most demonic non-determinism, and (ii) is NP-hard and
    in PSPACE for APP''s with angelic non-determinism; moreover, the NP-hardness result
    holds already for APP''s without probability and demonic non-determinism. Secondly,
    we show that the concentration problem over LRAPP can be solved in the same complexity
    as for the membership problem of LRAPP. Finally, we show that the expectation
    problem over LRAPP can be solved in 2EXPTIME and is PSPACE-hard even for APP''s
    without probability and non-determinism (i.e., deterministic programs). Our experimental
    results demonstrate the effectiveness of our approach to answer the qualitative
    and quantitative questions over APP''s with at most demonic non-determinism.'
acknowledgement: 'Supported by the Natural Science Foundation of China (NSFC) under
  Grant No. 61532019 '
alternative_title:
- POPL
arxiv: 1
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Hongfei
  full_name: Fu, Hongfei
  id: 3AAD03D6-F248-11E8-B48F-1D18A9856A87
  last_name: Fu
- first_name: Petr
  full_name: Novotny, Petr
  id: 3CC3B868-F248-11E8-B48F-1D18A9856A87
  last_name: Novotny
- first_name: Rouzbeh
  full_name: Hasheminezhad, Rouzbeh
  last_name: Hasheminezhad
citation:
  ama: 'Chatterjee K, Fu H, Novotný P, Hasheminezhad R. Algorithmic analysis of qualitative
    and quantitative termination problems for affine probabilistic programs. In: Vol
    20-22. ACM; 2016:327-342. doi:<a href="https://doi.org/10.1145/2837614.2837639">10.1145/2837614.2837639</a>'
  apa: 'Chatterjee, K., Fu, H., Novotný, P., &#38; Hasheminezhad, R. (2016). Algorithmic
    analysis of qualitative and quantitative termination problems for affine probabilistic
    programs (Vol. 20–22, pp. 327–342). Presented at the POPL: Principles of Programming
    Languages, St. Petersburg, FL, USA: ACM. <a href="https://doi.org/10.1145/2837614.2837639">https://doi.org/10.1145/2837614.2837639</a>'
  chicago: Chatterjee, Krishnendu, Hongfei Fu, Petr Novotný, and Rouzbeh Hasheminezhad.
    “Algorithmic Analysis of Qualitative and Quantitative Termination Problems for
    Affine Probabilistic Programs,” 20–22:327–42. ACM, 2016. <a href="https://doi.org/10.1145/2837614.2837639">https://doi.org/10.1145/2837614.2837639</a>.
  ieee: 'K. Chatterjee, H. Fu, P. Novotný, and R. Hasheminezhad, “Algorithmic analysis
    of qualitative and quantitative termination problems for affine probabilistic
    programs,” presented at the POPL: Principles of Programming Languages, St. Petersburg,
    FL, USA, 2016, vol. 20–22, pp. 327–342.'
  ista: 'Chatterjee K, Fu H, Novotný P, Hasheminezhad R. 2016. Algorithmic analysis
    of qualitative and quantitative termination problems for affine probabilistic
    programs. POPL: Principles of Programming Languages, POPL, vol. 20–22, 327–342.'
  mla: Chatterjee, Krishnendu, et al. <i>Algorithmic Analysis of Qualitative and Quantitative
    Termination Problems for Affine Probabilistic Programs</i>. Vol. 20–22, ACM, 2016,
    pp. 327–42, doi:<a href="https://doi.org/10.1145/2837614.2837639">10.1145/2837614.2837639</a>.
  short: K. Chatterjee, H. Fu, P. Novotný, R. Hasheminezhad, in:, ACM, 2016, pp. 327–342.
conference:
  end_date: 2016-01-22
  location: St. Petersburg, FL, USA
  name: 'POPL: Principles of Programming Languages'
  start_date: 2016-01-20
date_created: 2018-12-11T11:52:01Z
date_published: 2016-01-11T00:00:00Z
date_updated: 2023-09-19T14:38:41Z
day: '11'
department:
- _id: KrCh
doi: 10.1145/2837614.2837639
ec_funded: 1
external_id:
  arxiv:
  - '1510.08517'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://arxiv.org/abs/1510.08517
month: '01'
oa: 1
oa_version: Preprint
page: 327 - 342
project:
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
publication_status: published
publisher: ACM
publist_id: '5760'
quality_controlled: '1'
related_material:
  record:
  - id: '5993'
    relation: later_version
    status: public
scopus_import: 1
status: public
title: Algorithmic analysis of qualitative and quantitative termination problems for
  affine probabilistic programs
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 20-22
year: '2016'
...
---
_id: '1477'
abstract:
- lang: eng
  text: We consider partially observable Markov decision processes (POMDPs) with ω-regular
    conditions specified as parity objectives. The class of ω-regular languages provides
    a robust specification language to express properties in verification, and parity
    objectives are canonical forms to express them. The qualitative analysis problem
    given a POMDP and a parity objective asks whether there is a strategy to ensure
    that the objective is satisfied with probability 1 (resp. positive probability).
    While the qualitative analysis problems are undecidable even for special cases
    of parity objectives, we establish decidability (with optimal complexity) for
    POMDPs with all parity objectives under finite-memory strategies. We establish
    optimal (exponential) memory bounds and EXPTIME-completeness of the qualitative
    analysis problems under finite-memory strategies for POMDPs with parity objectives.
    We also present a practical approach, where we design heuristics to deal with
    the exponential complexity, and have applied our implementation on a number of
    POMDP examples.
arxiv: 1
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
- first_name: Mathieu
  full_name: Tracol, Mathieu
  id: 3F54FA38-F248-11E8-B48F-1D18A9856A87
  last_name: Tracol
citation:
  ama: Chatterjee K, Chmelik M, Tracol M. What is decidable about partially observable
    Markov decision processes with ω-regular objectives. <i>Journal of Computer and
    System Sciences</i>. 2016;82(5):878-911. doi:<a href="https://doi.org/10.1016/j.jcss.2016.02.009">10.1016/j.jcss.2016.02.009</a>
  apa: Chatterjee, K., Chmelik, M., &#38; Tracol, M. (2016). What is decidable about
    partially observable Markov decision processes with ω-regular objectives. <i>Journal
    of Computer and System Sciences</i>. Elsevier. <a href="https://doi.org/10.1016/j.jcss.2016.02.009">https://doi.org/10.1016/j.jcss.2016.02.009</a>
  chicago: Chatterjee, Krishnendu, Martin Chmelik, and Mathieu Tracol. “What Is Decidable
    about Partially Observable Markov Decision Processes with ω-Regular Objectives.”
    <i>Journal of Computer and System Sciences</i>. Elsevier, 2016. <a href="https://doi.org/10.1016/j.jcss.2016.02.009">https://doi.org/10.1016/j.jcss.2016.02.009</a>.
  ieee: K. Chatterjee, M. Chmelik, and M. Tracol, “What is decidable about partially
    observable Markov decision processes with ω-regular objectives,” <i>Journal of
    Computer and System Sciences</i>, vol. 82, no. 5. Elsevier, pp. 878–911, 2016.
  ista: Chatterjee K, Chmelik M, Tracol M. 2016. What is decidable about partially
    observable Markov decision processes with ω-regular objectives. Journal of Computer
    and System Sciences. 82(5), 878–911.
  mla: Chatterjee, Krishnendu, et al. “What Is Decidable about Partially Observable
    Markov Decision Processes with ω-Regular Objectives.” <i>Journal of Computer and
    System Sciences</i>, vol. 82, no. 5, Elsevier, 2016, pp. 878–911, doi:<a href="https://doi.org/10.1016/j.jcss.2016.02.009">10.1016/j.jcss.2016.02.009</a>.
  short: K. Chatterjee, M. Chmelik, M. Tracol, Journal of Computer and System Sciences
    82 (2016) 878–911.
date_created: 2018-12-11T11:52:15Z
date_published: 2016-08-01T00:00:00Z
date_updated: 2023-02-23T12:24:38Z
day: '01'
department:
- _id: KrCh
doi: 10.1016/j.jcss.2016.02.009
ec_funded: 1
external_id:
  arxiv:
  - '1309.2802'
intvolume: '        82'
issue: '5'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1309.2802
month: '08'
oa: 1
oa_version: Preprint
page: 878 - 911
project:
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 2587B514-B435-11E9-9278-68D0E5697425
  name: Microsoft Research Faculty Fellowship
publication: Journal of Computer and System Sciences
publication_status: published
publisher: Elsevier
publist_id: '5718'
quality_controlled: '1'
related_material:
  record:
  - id: '2295'
    relation: earlier_version
    status: public
  - id: '5400'
    relation: earlier_version
    status: public
scopus_import: 1
status: public
title: What is decidable about partially observable Markov decision processes with
  ω-regular objectives
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 82
year: '2016'
...
---
_id: '1518'
abstract:
- lang: eng
  text: The inference of demographic history from genome data is hindered by a lack
    of efficient computational approaches. In particular, it has proved difficult
    to exploit the information contained in the distribution of genealogies across
    the genome. We have previously shown that the generating function (GF) of genealogies
    can be used to analytically compute likelihoods of demographic models from configurations
    of mutations in short sequence blocks (Lohse et al. 2011). Although the GF has
    a simple, recursive form, the size of such likelihood calculations explodes quickly
    with the number of individuals and applications of this framework have so far
    been mainly limited to small samples (pairs and triplets) for which the GF can
    be written by hand. Here we investigate several strategies for exploiting the
    inherent symmetries of the coalescent. In particular, we show that the GF of genealogies
    can be decomposed into a set of equivalence classes that allows likelihood calculations
    from nontrivial samples. Using this strategy, we automated blockwise likelihood
    calculations for a general set of demographic scenarios in Mathematica. These
    histories may involve population size changes, continuous migration, discrete
    divergence, and admixture between multiple populations. To give a concrete example,
    we calculate the likelihood for a model of isolation with migration (IM), assuming
    two diploid samples without phase and outgroup information. We demonstrate the
    new inference scheme with an analysis of two individual butterfly genomes from
    the sister species Heliconius melpomene rosina and H. cydno.
acknowledgement: "We thank Lynsey Bunnefeld for discussions throughout the project
  and Joshua Schraiber and one anonymous reviewer\r\nfor constructive comments on
  an earlier version of this manuscript. This work was supported by funding from the\r\nUnited
  Kingdom Natural Environment Research Council (to K.L.) (NE/I020288/1) and a grant
  from the European\r\nResearch Council (250152) (to N.H.B.)."
article_processing_charge: No
article_type: original
author:
- first_name: Konrad
  full_name: Lohse, Konrad
  last_name: Lohse
- first_name: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
- first_name: Simon
  full_name: Martin, Simon
  last_name: Martin
- first_name: Nicholas H
  full_name: Barton, Nicholas H
  id: 4880FE40-F248-11E8-B48F-1D18A9856A87
  last_name: Barton
  orcid: 0000-0002-8548-5240
citation:
  ama: Lohse K, Chmelik M, Martin S, Barton NH. Efficient strategies for calculating
    blockwise likelihoods under the coalescent. <i>Genetics</i>. 2016;202(2):775-786.
    doi:<a href="https://doi.org/10.1534/genetics.115.183814">10.1534/genetics.115.183814</a>
  apa: Lohse, K., Chmelik, M., Martin, S., &#38; Barton, N. H. (2016). Efficient strategies
    for calculating blockwise likelihoods under the coalescent. <i>Genetics</i>. Genetics
    Society of America. <a href="https://doi.org/10.1534/genetics.115.183814">https://doi.org/10.1534/genetics.115.183814</a>
  chicago: Lohse, Konrad, Martin Chmelik, Simon Martin, and Nicholas H Barton. “Efficient
    Strategies for Calculating Blockwise Likelihoods under the Coalescent.” <i>Genetics</i>.
    Genetics Society of America, 2016. <a href="https://doi.org/10.1534/genetics.115.183814">https://doi.org/10.1534/genetics.115.183814</a>.
  ieee: K. Lohse, M. Chmelik, S. Martin, and N. H. Barton, “Efficient strategies for
    calculating blockwise likelihoods under the coalescent,” <i>Genetics</i>, vol.
    202, no. 2. Genetics Society of America, pp. 775–786, 2016.
  ista: Lohse K, Chmelik M, Martin S, Barton NH. 2016. Efficient strategies for calculating
    blockwise likelihoods under the coalescent. Genetics. 202(2), 775–786.
  mla: Lohse, Konrad, et al. “Efficient Strategies for Calculating Blockwise Likelihoods
    under the Coalescent.” <i>Genetics</i>, vol. 202, no. 2, Genetics Society of America,
    2016, pp. 775–86, doi:<a href="https://doi.org/10.1534/genetics.115.183814">10.1534/genetics.115.183814</a>.
  short: K. Lohse, M. Chmelik, S. Martin, N.H. Barton, Genetics 202 (2016) 775–786.
date_created: 2018-12-11T11:52:29Z
date_published: 2016-02-01T00:00:00Z
date_updated: 2025-05-28T11:42:48Z
day: '01'
ddc:
- '570'
department:
- _id: KrCh
- _id: NiBa
doi: 10.1534/genetics.115.183814
ec_funded: 1
external_id:
  pmid:
  - '26715666'
file:
- access_level: open_access
  checksum: 41c9b5d72e7fe4624dd22dfe622337d5
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:16:51Z
  date_updated: 2020-07-14T12:45:00Z
  file_id: '5241'
  file_name: IST-2016-561-v1+1_Lohse_et_al_Genetics_2015.pdf
  file_size: 957466
  relation: main_file
file_date_updated: 2020-07-14T12:45:00Z
has_accepted_license: '1'
intvolume: '       202'
issue: '2'
language:
- iso: eng
month: '02'
oa: 1
oa_version: Preprint
page: 775 - 786
pmid: 1
project:
- _id: 25B07788-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '250152'
  name: Limits to selection in biology and in evolutionary computation
publication: Genetics
publication_status: published
publisher: Genetics Society of America
publist_id: '5658'
pubrep_id: '561'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Efficient strategies for calculating blockwise likelihoods under the coalescent
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 202
year: '2016'
...
---
_id: '1529'
abstract:
- lang: eng
  text: 'We consider partially observable Markov decision processes (POMDPs) with
    a set of target states and an integer cost associated with every transition. The
    optimization objective we study asks to minimize the expected total cost of reaching
    a state in the target set, while ensuring that the target set is reached almost
    surely (with probability 1). We show that for integer costs approximating the
    optimal cost is undecidable. For positive costs, our results are as follows: (i)
    we establish matching lower and upper bounds for the optimal cost, both double
    exponential in the POMDP state space size; (ii) we show that the problem of approximating
    the optimal cost is decidable and present approximation algorithms developing
    on the existing algorithms for POMDPs with finite-horizon objectives. While the
    worst-case running time of our algorithm is double exponential, we also present
    efficient stopping criteria for the algorithm and show experimentally that it
    performs well in many examples of interest.'
acknowledgement: 'We thank Blai Bonet for helping us with RTDP-Bel. The research was
  partly supported by Austrian Science Fund (FWF) Grant No P23499-N23, FWF NFN Grant
  No S11407-N23 (RiSE), ERC Start grant (279307: Graph Games), and Microsoft faculty
  fellows award.'
article_processing_charge: No
arxiv: 1
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
- first_name: Raghav
  full_name: Gupta, Raghav
  last_name: Gupta
- first_name: Ayush
  full_name: Kanodia, Ayush
  last_name: Kanodia
citation:
  ama: Chatterjee K, Chmelik M, Gupta R, Kanodia A. Optimal cost almost-sure reachability
    in POMDPs. <i>Artificial Intelligence</i>. 2016;234:26-48. doi:<a href="https://doi.org/10.1016/j.artint.2016.01.007">10.1016/j.artint.2016.01.007</a>
  apa: Chatterjee, K., Chmelik, M., Gupta, R., &#38; Kanodia, A. (2016). Optimal cost
    almost-sure reachability in POMDPs. <i>Artificial Intelligence</i>. Elsevier.
    <a href="https://doi.org/10.1016/j.artint.2016.01.007">https://doi.org/10.1016/j.artint.2016.01.007</a>
  chicago: Chatterjee, Krishnendu, Martin Chmelik, Raghav Gupta, and Ayush Kanodia.
    “Optimal Cost Almost-Sure Reachability in POMDPs.” <i>Artificial Intelligence</i>.
    Elsevier, 2016. <a href="https://doi.org/10.1016/j.artint.2016.01.007">https://doi.org/10.1016/j.artint.2016.01.007</a>.
  ieee: K. Chatterjee, M. Chmelik, R. Gupta, and A. Kanodia, “Optimal cost almost-sure
    reachability in POMDPs,” <i>Artificial Intelligence</i>, vol. 234. Elsevier, pp.
    26–48, 2016.
  ista: Chatterjee K, Chmelik M, Gupta R, Kanodia A. 2016. Optimal cost almost-sure
    reachability in POMDPs. Artificial Intelligence. 234, 26–48.
  mla: Chatterjee, Krishnendu, et al. “Optimal Cost Almost-Sure Reachability in POMDPs.”
    <i>Artificial Intelligence</i>, vol. 234, Elsevier, 2016, pp. 26–48, doi:<a href="https://doi.org/10.1016/j.artint.2016.01.007">10.1016/j.artint.2016.01.007</a>.
  short: K. Chatterjee, M. Chmelik, R. Gupta, A. Kanodia, Artificial Intelligence
    234 (2016) 26–48.
date_created: 2018-12-11T11:52:33Z
date_published: 2016-05-01T00:00:00Z
date_updated: 2023-02-23T12:25:49Z
day: '01'
department:
- _id: KrCh
doi: 10.1016/j.artint.2016.01.007
ec_funded: 1
external_id:
  arxiv:
  - '1411.3880'
intvolume: '       234'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://arxiv.org/abs/1411.3880
month: '05'
oa: 1
oa_version: Preprint
page: 26 - 48
project:
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
publication: Artificial Intelligence
publication_status: published
publisher: Elsevier
publist_id: '5642'
quality_controlled: '1'
related_material:
  record:
  - id: '1820'
    relation: earlier_version
    status: public
  - id: '5425'
    relation: earlier_version
    status: public
scopus_import: 1
status: public
title: Optimal cost almost-sure reachability in POMDPs
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 234
year: '2016'
...
---
_id: '1322'
abstract:
- lang: eng
  text: Direct reciprocity is a major mechanism for the evolution of cooperation.
    Several classical studies have suggested that humans should quickly learn to adopt
    reciprocal strategies to establish mutual cooperation in repeated interactions.
    On the other hand, the recently discovered theory of ZD strategies has found that
    subjects who use extortionate strategies are able to exploit and subdue cooperators.
    Although such extortioners have been predicted to succeed in any population of
    adaptive opponents, theoretical follow-up studies questioned whether extortion
    can evolve in reality. However, most of these studies presumed that individuals
    have similar strategic possibilities and comparable outside options, whereas asymmetries
    are ubiquitous in real world applications. Here we show with a model and an economic
    experiment that extortionate strategies readily emerge once subjects differ in
    their strategic power. Our experiment combines a repeated social dilemma with
    asymmetric partner choice. In our main treatment there is one randomly chosen
    group member who is unilaterally allowed to exchange one of the other group members
    after every ten rounds of the social dilemma. We find that this asymmetric replacement
    opportunity generally promotes cooperation, but often the resulting payoff distribution
    reflects the underlying power structure. Almost half of the subjects in a better
    strategic position turn into extortioners, who quickly proceed to exploit their
    peers. By adapting their cooperation probabilities consistent with ZD theory,
    extortioners force their co-players to cooperate without being similarly cooperative
    themselves. Comparison to non-extortionate players under the same conditions indicates
    a substantial net gain to extortion. Our results thus highlight how power asymmetries
    can endanger mutually beneficial interactions, and transform them into exploitative
    relationships. In particular, our results indicate that the extortionate strategies
    predicted from ZD theory could play a more prominent role in our daily interactions
    than previously thought.
acknowledgement: 'CH was funded by the Schrödinger program of the Austrian Science
  Fund (FWF) J3475. '
article_number: e0163867
author:
- first_name: Christian
  full_name: Hilbe, Christian
  id: 2FDF8F3C-F248-11E8-B48F-1D18A9856A87
  last_name: Hilbe
  orcid: 0000-0001-5116-955X
- first_name: Kristin
  full_name: Hagel, Kristin
  last_name: Hagel
- first_name: Manfred
  full_name: Milinski, Manfred
  last_name: Milinski
citation:
  ama: Hilbe C, Hagel K, Milinski M. Asymmetric power boosts extortion in an economic
    experiment. <i>PLoS One</i>. 2016;11(10). doi:<a href="https://doi.org/10.1371/journal.pone.0163867">10.1371/journal.pone.0163867</a>
  apa: Hilbe, C., Hagel, K., &#38; Milinski, M. (2016). Asymmetric power boosts extortion
    in an economic experiment. <i>PLoS One</i>. Public Library of Science. <a href="https://doi.org/10.1371/journal.pone.0163867">https://doi.org/10.1371/journal.pone.0163867</a>
  chicago: Hilbe, Christian, Kristin Hagel, and Manfred Milinski. “Asymmetric Power
    Boosts Extortion in an Economic Experiment.” <i>PLoS One</i>. Public Library of
    Science, 2016. <a href="https://doi.org/10.1371/journal.pone.0163867">https://doi.org/10.1371/journal.pone.0163867</a>.
  ieee: C. Hilbe, K. Hagel, and M. Milinski, “Asymmetric power boosts extortion in
    an economic experiment,” <i>PLoS One</i>, vol. 11, no. 10. Public Library of Science,
    2016.
  ista: Hilbe C, Hagel K, Milinski M. 2016. Asymmetric power boosts extortion in an
    economic experiment. PLoS One. 11(10), e0163867.
  mla: Hilbe, Christian, et al. “Asymmetric Power Boosts Extortion in an Economic
    Experiment.” <i>PLoS One</i>, vol. 11, no. 10, e0163867, Public Library of Science,
    2016, doi:<a href="https://doi.org/10.1371/journal.pone.0163867">10.1371/journal.pone.0163867</a>.
  short: C. Hilbe, K. Hagel, M. Milinski, PLoS One 11 (2016).
date_created: 2018-12-11T11:51:22Z
date_published: 2016-10-04T00:00:00Z
date_updated: 2023-02-23T14:11:27Z
day: '04'
ddc:
- '004'
- '006'
department:
- _id: KrCh
doi: 10.1371/journal.pone.0163867
file:
- access_level: open_access
  checksum: 6b33e394003dfe8b4ca6be1858aaa8e3
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:08:08Z
  date_updated: 2020-07-14T12:44:44Z
  file_id: '4668'
  file_name: IST-2016-716-v1+1_journal.pone.0163867.PDF
  file_size: 2077905
  relation: main_file
file_date_updated: 2020-07-14T12:44:44Z
has_accepted_license: '1'
intvolume: '        11'
issue: '10'
language:
- iso: eng
month: '10'
oa: 1
oa_version: Published Version
publication: PLoS One
publication_status: published
publisher: Public Library of Science
publist_id: '5948'
pubrep_id: '716'
quality_controlled: '1'
related_material:
  record:
  - id: '9867'
    relation: research_data
    status: public
  - id: '9868'
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    status: public
scopus_import: 1
status: public
title: Asymmetric power boosts extortion in an economic experiment
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 11
year: '2016'
...
---
_id: '1324'
abstract:
- lang: eng
  text: 'DEC-POMDPs extend POMDPs to a multi-agent setting, where several agents operate
    in an uncertain environment independently to achieve a joint objective. DEC-POMDPs
    have been studied with finite-horizon and infinite-horizon discounted-sum objectives,
    and there exist solvers both for exact and approximate solutions. In this work
    we consider Goal-DEC-POMDPs, where given a set of target states, the objective
    is to ensure that the target set is reached with minimal cost. We consider the
    indefinite-horizon (infinite-horizon with either discounted-sum, or undiscounted-sum,
    where absorbing goal states have zero-cost) problem. We present a new and novel
    method to solve the problem that extends methods for finite-horizon DEC-POMDPs
    and the RTDP-Bel approach for POMDPs. We present experimental results on several
    examples, and show that our approach presents promising results. Copyright '
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
citation:
  ama: 'Chatterjee K, Chmelik M. Indefinite-horizon reachability in Goal-DEC-POMDPs.
    In: <i>Proceedings of the Twenty-Sixth International Conference on International
    Conference on Automated Planning and Scheduling</i>. Vol 2016-January. AAAI Press;
    2016:88-96.'
  apa: 'Chatterjee, K., &#38; Chmelik, M. (2016). Indefinite-horizon reachability
    in Goal-DEC-POMDPs. In <i>Proceedings of the Twenty-Sixth International Conference
    on International Conference on Automated Planning and Scheduling</i> (Vol. 2016–January,
    pp. 88–96). London, United Kingdom: AAAI Press.'
  chicago: Chatterjee, Krishnendu, and Martin Chmelik. “Indefinite-Horizon Reachability
    in Goal-DEC-POMDPs.” In <i>Proceedings of the Twenty-Sixth International Conference
    on International Conference on Automated Planning and Scheduling</i>, 2016–January:88–96.
    AAAI Press, 2016.
  ieee: K. Chatterjee and M. Chmelik, “Indefinite-horizon reachability in Goal-DEC-POMDPs,”
    in <i>Proceedings of the Twenty-Sixth International Conference on International
    Conference on Automated Planning and Scheduling</i>, London, United Kingdom, 2016,
    vol. 2016–January, pp. 88–96.
  ista: 'Chatterjee K, Chmelik M. 2016. Indefinite-horizon reachability in Goal-DEC-POMDPs.
    Proceedings of the Twenty-Sixth International Conference on International Conference
    on Automated Planning and Scheduling. ICAPS: International Conference on Automated
    Planning and Scheduling vol. 2016–January, 88–96.'
  mla: Chatterjee, Krishnendu, and Martin Chmelik. “Indefinite-Horizon Reachability
    in Goal-DEC-POMDPs.” <i>Proceedings of the Twenty-Sixth International Conference
    on International Conference on Automated Planning and Scheduling</i>, vol. 2016–January,
    AAAI Press, 2016, pp. 88–96.
  short: K. Chatterjee, M. Chmelik, in:, Proceedings of the Twenty-Sixth International
    Conference on International Conference on Automated Planning and Scheduling, AAAI
    Press, 2016, pp. 88–96.
conference:
  end_date: 2016-06-17
  location: London, United Kingdom
  name: 'ICAPS: International Conference on Automated Planning and Scheduling'
  start_date: 2016-06-12
date_created: 2018-12-11T11:51:22Z
date_published: 2016-01-01T00:00:00Z
date_updated: 2021-01-12T06:49:53Z
day: '01'
department:
- _id: KrCh
ec_funded: 1
language:
- iso: eng
main_file_link:
- url: http://www.aaai.org/ocs/index.php/ICAPS/ICAPS16/paper/view/12999
month: '01'
oa_version: None
page: 88 - 96
project:
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
publication: Proceedings of the Twenty-Sixth International Conference on International
  Conference on Automated Planning and Scheduling
publication_status: published
publisher: AAAI Press
publist_id: '5946'
quality_controlled: '1'
scopus_import: 1
status: public
title: Indefinite-horizon reachability in Goal-DEC-POMDPs
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 2016-January
year: '2016'
...
---
_id: '1325'
abstract:
- lang: eng
  text: We study graphs and two-player games in which rewards are assigned to states,
    and the goal of the players is to satisfy or dissatisfy certain property of the
    generated outcome, given as a mean payoff property. Since the notion of mean-payoff
    does not reflect possible fluctuations from the mean-payoff along a run, we propose
    definitions and algorithms for capturing the stability of the system, and give
    algorithms for deciding if a given mean payoff and stability objective can be
    ensured in the system.
acknowledgement: "The work has been supported by the Czech Science Foundation, grant
  No. 15-17564S, by EPSRC grant\r\nEP/M023656/1, and by the People Programme (Marie
  Curie Actions) of the European Union’s Seventh\r\nFramework Programme (FP7/2007-2013)
  under REA grant agreement no [291734]"
alternative_title:
- LIPIcs
article_number: '10'
author:
- first_name: Tomáš
  full_name: Brázdil, Tomáš
  last_name: Brázdil
- first_name: Vojtěch
  full_name: Forejt, Vojtěch
  last_name: Forejt
- first_name: Antonín
  full_name: Kučera, Antonín
  last_name: Kučera
- first_name: Petr
  full_name: Novotny, Petr
  id: 3CC3B868-F248-11E8-B48F-1D18A9856A87
  last_name: Novotny
citation:
  ama: 'Brázdil T, Forejt V, Kučera A, Novotný P. Stability in graphs and games. In:
    Vol 59. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2016. doi:<a href="https://doi.org/10.4230/LIPIcs.CONCUR.2016.10">10.4230/LIPIcs.CONCUR.2016.10</a>'
  apa: 'Brázdil, T., Forejt, V., Kučera, A., &#38; Novotný, P. (2016). Stability in
    graphs and games (Vol. 59). Presented at the CONCUR: Concurrency Theory, Quebec
    City, Canada: Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2016.10">https://doi.org/10.4230/LIPIcs.CONCUR.2016.10</a>'
  chicago: Brázdil, Tomáš, Vojtěch Forejt, Antonín Kučera, and Petr Novotný. “Stability
    in Graphs and Games,” Vol. 59. Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2016. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2016.10">https://doi.org/10.4230/LIPIcs.CONCUR.2016.10</a>.
  ieee: 'T. Brázdil, V. Forejt, A. Kučera, and P. Novotný, “Stability in graphs and
    games,” presented at the CONCUR: Concurrency Theory, Quebec City, Canada, 2016,
    vol. 59.'
  ista: 'Brázdil T, Forejt V, Kučera A, Novotný P. 2016. Stability in graphs and games.
    CONCUR: Concurrency Theory, LIPIcs, vol. 59, 10.'
  mla: Brázdil, Tomáš, et al. <i>Stability in Graphs and Games</i>. Vol. 59, 10, Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2016, doi:<a href="https://doi.org/10.4230/LIPIcs.CONCUR.2016.10">10.4230/LIPIcs.CONCUR.2016.10</a>.
  short: T. Brázdil, V. Forejt, A. Kučera, P. Novotný, in:, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2016.
conference:
  end_date: 2016-08-26
  location: Quebec City, Canada
  name: 'CONCUR: Concurrency Theory'
  start_date: 2016-08-23
date_created: 2018-12-11T11:51:23Z
date_published: 2016-08-01T00:00:00Z
date_updated: 2021-01-12T06:49:53Z
day: '01'
ddc:
- '004'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.CONCUR.2016.10
ec_funded: 1
file:
- access_level: open_access
  checksum: 3c2dc6ab0358f8aa8f7aa7d6c1293159
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:16:40Z
  date_updated: 2020-07-14T12:44:44Z
  file_id: '5229'
  file_name: IST-2016-665-v1+1_Forejt_et_al__Stability_in_graphs_and_games.pdf
  file_size: 553648
  relation: main_file
file_date_updated: 2020-07-14T12:44:44Z
has_accepted_license: '1'
intvolume: '        59'
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
publist_id: '5944'
pubrep_id: '665'
quality_controlled: '1'
scopus_import: 1
status: public
title: Stability in graphs and games
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 59
year: '2016'
...
---
_id: '1326'
abstract:
- lang: eng
  text: 'Energy Markov Decision Processes (EMDPs) are finite-state Markov decision
    processes where each transition is assigned an integer counter update and a rational
    payoff. An EMDP configuration is a pair s(n), where s is a control state and n
    is the current counter value. The configurations are changed by performing transitions
    in the standard way. We consider the problem of computing a safe strategy (i.e.,
    a strategy that keeps the counter non-negative) which maximizes the expected mean
    payoff. '
acknowledgement: The research was funded by the Czech Science Foundation Grant No.
  P202/12/G061 and by the People Programme (Marie Curie Actions) of the European Union’s
  Seventh Framework Programme (FP7/2007-2013) under REA grant agreement no [291734].
alternative_title:
- LNCS
author:
- first_name: Tomáš
  full_name: Brázdil, Tomáš
  last_name: Brázdil
- first_name: Antonín
  full_name: Kučera, Antonín
  last_name: Kučera
- first_name: Petr
  full_name: Novotny, Petr
  id: 3CC3B868-F248-11E8-B48F-1D18A9856A87
  last_name: Novotny
citation:
  ama: 'Brázdil T, Kučera A, Novotný P. Optimizing the expected mean payoff in Energy
    Markov Decision Processes. In: Vol 9938. Springer; 2016:32-49. doi:<a href="https://doi.org/10.1007/978-3-319-46520-3_3">10.1007/978-3-319-46520-3_3</a>'
  apa: 'Brázdil, T., Kučera, A., &#38; Novotný, P. (2016). Optimizing the expected
    mean payoff in Energy Markov Decision Processes (Vol. 9938, pp. 32–49). Presented
    at the ATVA: Automated Technology for Verification and Analysis, Chiba, Japan:
    Springer. <a href="https://doi.org/10.1007/978-3-319-46520-3_3">https://doi.org/10.1007/978-3-319-46520-3_3</a>'
  chicago: Brázdil, Tomáš, Antonín Kučera, and Petr Novotný. “Optimizing the Expected
    Mean Payoff in Energy Markov Decision Processes,” 9938:32–49. Springer, 2016.
    <a href="https://doi.org/10.1007/978-3-319-46520-3_3">https://doi.org/10.1007/978-3-319-46520-3_3</a>.
  ieee: 'T. Brázdil, A. Kučera, and P. Novotný, “Optimizing the expected mean payoff
    in Energy Markov Decision Processes,” presented at the ATVA: Automated Technology
    for Verification and Analysis, Chiba, Japan, 2016, vol. 9938, pp. 32–49.'
  ista: 'Brázdil T, Kučera A, Novotný P. 2016. Optimizing the expected mean payoff
    in Energy Markov Decision Processes. ATVA: Automated Technology for Verification
    and Analysis, LNCS, vol. 9938, 32–49.'
  mla: Brázdil, Tomáš, et al. <i>Optimizing the Expected Mean Payoff in Energy Markov
    Decision Processes</i>. Vol. 9938, Springer, 2016, pp. 32–49, doi:<a href="https://doi.org/10.1007/978-3-319-46520-3_3">10.1007/978-3-319-46520-3_3</a>.
  short: T. Brázdil, A. Kučera, P. Novotný, in:, Springer, 2016, pp. 32–49.
conference:
  end_date: 2016-10-20
  location: Chiba, Japan
  name: 'ATVA: Automated Technology for Verification and Analysis'
  start_date: 2016-10-17
date_created: 2018-12-11T11:51:23Z
date_published: 2016-09-22T00:00:00Z
date_updated: 2021-01-12T06:49:53Z
day: '22'
department:
- _id: KrCh
doi: 10.1007/978-3-319-46520-3_3
ec_funded: 1
intvolume: '      9938'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1607.00678
month: '09'
oa: 1
oa_version: Preprint
page: 32 - 49
project:
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
publication_status: published
publisher: Springer
publist_id: '5943'
quality_controlled: '1'
scopus_import: 1
status: public
title: Optimizing the expected mean payoff in Energy Markov Decision Processes
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 9938
year: '2016'
...
---
_id: '1327'
abstract:
- lang: eng
  text: 'We consider partially observable Markov decision processes (POMDPs) with
    a set of target states and positive integer costs associated with every transition.
    The traditional optimization objective (stochastic shortest path) asks to minimize
    the expected total cost until the target set is reached. We extend the traditional
    framework of POMDPs to model energy consumption, which represents a hard constraint.
    The energy levels may increase and decrease with transitions, and the hard constraint
    requires that the energy level must remain positive in all steps till the target
    is reached. First, we present a novel algorithm for solving POMDPs with energy
    levels, developing on existing POMDP solvers and using RTDP as its main method.
    Our second contribution is related to policy representation. For larger POMDP
    instances the policies computed by existing solvers are too large to be understandable.
    We present an automated procedure based on machine learning techniques that automatically
    extracts important decisions of the policy allowing us to compute succinct human
    readable policies. Finally, we show experimentally that our algorithm performs
    well and computes succinct policies on a number of POMDP instances from the literature
    that were naturally enhanced with energy levels. '
author:
- first_name: Tomáš
  full_name: Brázdil, Tomáš
  last_name: Brázdil
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
- first_name: Anchit
  full_name: Gupta, Anchit
  last_name: Gupta
- first_name: Petr
  full_name: Novotny, Petr
  id: 3CC3B868-F248-11E8-B48F-1D18A9856A87
  last_name: Novotny
citation:
  ama: 'Brázdil T, Chatterjee K, Chmelik M, Gupta A, Novotný P. Stochastic shortest
    path with energy constraints in POMDPs. In: <i>Proceedings of the 15th International
    Conference on Autonomous Agents and Multiagent Systems</i>. ACM; 2016:1465-1466.'
  apa: 'Brázdil, T., Chatterjee, K., Chmelik, M., Gupta, A., &#38; Novotný, P. (2016).
    Stochastic shortest path with energy constraints in POMDPs. In <i>Proceedings
    of the 15th International Conference on Autonomous Agents and Multiagent Systems</i>
    (pp. 1465–1466). Singapore: ACM.'
  chicago: Brázdil, Tomáš, Krishnendu Chatterjee, Martin Chmelik, Anchit Gupta, and
    Petr Novotný. “Stochastic Shortest Path with Energy Constraints in POMDPs.” In
    <i>Proceedings of the 15th International Conference on Autonomous Agents and Multiagent
    Systems</i>, 1465–66. ACM, 2016.
  ieee: T. Brázdil, K. Chatterjee, M. Chmelik, A. Gupta, and P. Novotný, “Stochastic
    shortest path with energy constraints in POMDPs,” in <i>Proceedings of the 15th
    International Conference on Autonomous Agents and Multiagent Systems</i>, Singapore,
    2016, pp. 1465–1466.
  ista: 'Brázdil T, Chatterjee K, Chmelik M, Gupta A, Novotný P. 2016. Stochastic
    shortest path with energy constraints in POMDPs. Proceedings of the 15th International
    Conference on Autonomous Agents and Multiagent Systems. AAMAS: Autonomous Agents
    &#38; Multiagent Systems, 1465–1466.'
  mla: Brázdil, Tomáš, et al. “Stochastic Shortest Path with Energy Constraints in
    POMDPs.” <i>Proceedings of the 15th International Conference on Autonomous Agents
    and Multiagent Systems</i>, ACM, 2016, pp. 1465–66.
  short: T. Brázdil, K. Chatterjee, M. Chmelik, A. Gupta, P. Novotný, in:, Proceedings
    of the 15th International Conference on Autonomous Agents and Multiagent Systems,
    ACM, 2016, pp. 1465–1466.
conference:
  end_date: 2016-05-13
  location: Singapore
  name: 'AAMAS: Autonomous Agents & Multiagent Systems'
  start_date: 2016-05-09
date_created: 2018-12-11T11:51:23Z
date_published: 2016-01-01T00:00:00Z
date_updated: 2021-01-12T06:49:54Z
day: '01'
department:
- _id: KrCh
ec_funded: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1602.07565
month: '01'
oa: 1
oa_version: Preprint
page: 1465 - 1466
project:
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
publication: Proceedings of the 15th International Conference on Autonomous Agents
  and Multiagent Systems
publication_status: published
publisher: ACM
publist_id: '5942'
quality_controlled: '1'
scopus_import: 1
status: public
title: Stochastic shortest path with energy constraints in POMDPs
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
year: '2016'
...
---
_id: '1333'
abstract:
- lang: eng
  text: Social dilemmas force players to balance between personal and collective gain.
    In many dilemmas, such as elected governments negotiating climate-change mitigation
    measures, the decisions are made not by individual players but by their representatives.
    However, the behaviour of representatives in social dilemmas has not been investigated
    experimentally. Here inspired by the negotiations for greenhouse-gas emissions
    reductions, we experimentally study a collective-risk social dilemma that involves
    representatives deciding on behalf of their fellow group members. Representatives
    can be re-elected or voted out after each consecutive collective-risk game. Selfish
    players are preferentially elected and are hence found most frequently in the
    &quot;representatives&quot; treatment. Across all treatments, we identify the
    selfish players as extortioners. As predicted by our mathematical model, their
    steadfast strategies enforce cooperation from fair players who finally compensate
    almost completely the deficit caused by the extortionate co-players. Everybody
    gains, but the extortionate representatives and their groups gain the most.
acknowledgement: We thank the students for participation; H.-J. Krambeck for writing
  the software for the game; H. Arndt, T. Bakker, L. Becks, H. Brendelberger, S. Dobler
  and T. Reusch for support; and the Max Planck Society for the Advancement of Science
  for funding.
article_number: '10915'
author:
- first_name: Manfred
  full_name: Milinski, Manfred
  last_name: Milinski
- first_name: Christian
  full_name: Hilbe, Christian
  id: 2FDF8F3C-F248-11E8-B48F-1D18A9856A87
  last_name: Hilbe
  orcid: 0000-0001-5116-955X
- first_name: Dirk
  full_name: Semmann, Dirk
  last_name: Semmann
- first_name: Ralf
  full_name: Sommerfeld, Ralf
  last_name: Sommerfeld
- first_name: Jochem
  full_name: Marotzke, Jochem
  last_name: Marotzke
citation:
  ama: Milinski M, Hilbe C, Semmann D, Sommerfeld R, Marotzke J. Humans choose representatives
    who enforce cooperation in social dilemmas through extortion. <i>Nature Communications</i>.
    2016;7. doi:<a href="https://doi.org/10.1038/ncomms10915">10.1038/ncomms10915</a>
  apa: Milinski, M., Hilbe, C., Semmann, D., Sommerfeld, R., &#38; Marotzke, J. (2016).
    Humans choose representatives who enforce cooperation in social dilemmas through
    extortion. <i>Nature Communications</i>. Nature Publishing Group. <a href="https://doi.org/10.1038/ncomms10915">https://doi.org/10.1038/ncomms10915</a>
  chicago: Milinski, Manfred, Christian Hilbe, Dirk Semmann, Ralf Sommerfeld, and
    Jochem Marotzke. “Humans Choose Representatives Who Enforce Cooperation in Social
    Dilemmas through Extortion.” <i>Nature Communications</i>. Nature Publishing Group,
    2016. <a href="https://doi.org/10.1038/ncomms10915">https://doi.org/10.1038/ncomms10915</a>.
  ieee: M. Milinski, C. Hilbe, D. Semmann, R. Sommerfeld, and J. Marotzke, “Humans
    choose representatives who enforce cooperation in social dilemmas through extortion,”
    <i>Nature Communications</i>, vol. 7. Nature Publishing Group, 2016.
  ista: Milinski M, Hilbe C, Semmann D, Sommerfeld R, Marotzke J. 2016. Humans choose
    representatives who enforce cooperation in social dilemmas through extortion.
    Nature Communications. 7, 10915.
  mla: Milinski, Manfred, et al. “Humans Choose Representatives Who Enforce Cooperation
    in Social Dilemmas through Extortion.” <i>Nature Communications</i>, vol. 7, 10915,
    Nature Publishing Group, 2016, doi:<a href="https://doi.org/10.1038/ncomms10915">10.1038/ncomms10915</a>.
  short: M. Milinski, C. Hilbe, D. Semmann, R. Sommerfeld, J. Marotzke, Nature Communications
    7 (2016).
date_created: 2018-12-11T11:51:25Z
date_published: 2016-03-07T00:00:00Z
date_updated: 2021-01-12T06:49:57Z
day: '07'
ddc:
- '519'
- '530'
- '599'
department:
- _id: KrCh
doi: 10.1038/ncomms10915
file:
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  checksum: 9ea0d7ce59a555a1cb8353d5559407cb
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:10:44Z
  date_updated: 2020-07-14T12:44:44Z
  file_id: '4834'
  file_name: IST-2016-661-v1+1_ncomms10915.pdf
  file_size: 1432577
  relation: main_file
file_date_updated: 2020-07-14T12:44:44Z
has_accepted_license: '1'
intvolume: '         7'
language:
- iso: eng
month: '03'
oa: 1
oa_version: Published Version
publication: Nature Communications
publication_status: published
publisher: Nature Publishing Group
publist_id: '5935'
pubrep_id: '661'
quality_controlled: '1'
scopus_import: 1
status: public
title: Humans choose representatives who enforce cooperation in social dilemmas through
  extortion
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 7
year: '2016'
...
