@inproceedings{1164, abstract = {A drawing of a graph G is radial if the vertices of G are placed on concentric circles C1, … , Ck with common center c, and edges are drawn radially: every edge intersects every circle centered at c at most once. G is radial planar if it has a radial embedding, that is, a crossing-free radial drawing. If the vertices of G are ordered or partitioned into ordered levels (as they are for leveled graphs), we require that the assignment of vertices to circles corresponds to the given ordering or leveling. A pair of edges e and f in a graph is independent if e and f do not share a vertex. We show that a graph G is radial planar if G has a radial drawing in which every two independent edges cross an even number of times; the radial embedding has the same leveling as the radial drawing. In other words, we establish the strong Hanani-Tutte theorem for radial planarity. This characterization yields a very simple algorithm for radial planarity testing.}, author = {Fulek, Radoslav and Pelsmajer, Michael and Schaefer, Marcus}, location = {Athens, Greece}, pages = {468 -- 481}, publisher = {Springer}, title = {{Hanani-Tutte for radial planarity II}}, doi = {10.1007/978-3-319-50106-2_36}, volume = {9801}, year = {2016}, } @inproceedings{1165, abstract = {We show that c-planarity is solvable in quadratic time for flat clustered graphs with three clusters if the combinatorial embedding of the underlying graph is fixed. In simpler graph-theoretical terms our result can be viewed as follows. Given a graph G with the vertex set partitioned into three parts embedded on a 2-sphere, our algorithm decides if we can augment G by adding edges without creating an edge-crossing so that in the resulting spherical graph the vertices of each part induce a connected sub-graph. We proceed by a reduction to the problem of testing the existence of a perfect matching in planar bipartite graphs. We formulate our result in a slightly more general setting of cyclic clustered graphs, i.e., the simple graph obtained by contracting each cluster, where we disregard loops and multi-edges, is a cycle.}, author = {Fulek, Radoslav}, location = {Athens, Greece}, pages = {94 -- 106}, publisher = {Springer}, title = {{C-planarity of embedded cyclic c-graphs}}, doi = {10.1007/978-3-319-50106-2_8}, volume = {9801 }, year = {2016}, } @inproceedings{1166, abstract = {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 = {Chatterjee, Krishnendu and Chmelik, Martin and Davies, Jessica}, booktitle = {Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence}, location = {Phoenix, AZ, USA}, pages = {3225 -- 3232}, publisher = {AAAI Press}, title = {{A symbolic SAT based algorithm for almost sure reachability with small strategies in pomdps}}, volume = {2016}, year = {2016}, } @article{1167, abstract = {Evolutionary pathways describe trajectories of biological evolution in the space of different variants of organisms (genotypes). The probability of existence and the number of evolutionary pathways that lead from a given genotype to a better-adapted genotype are important measures of accessibility of local fitness optima and the reproducibility of evolution. Both quantities have been studied in simple mathematical models where genotypes are represented as binary sequences of two types of basic units, and the network of permitted mutations between the genotypes is a hypercube graph. However, it is unclear how these results translate to the biologically relevant case in which genotypes are represented by sequences of more than two units, for example four nucleotides (DNA) or 20 amino acids (proteins), and the mutational graph is not the hypercube. Here we investigate accessibility of the best-adapted genotype in the general case of K > 2 units. Using computer generated and experimental fitness landscapes we show that accessibility of the global fitness maximum increases with K and can be much higher than for binary sequences. The increase in accessibility comes from the increase in the number of indirect trajectories exploited by evolution for higher K. As one of the consequences, the fraction of genotypes that are accessible increases by three orders of magnitude when the number of units K increases from 2 to 16 for landscapes of size N ∼ 106genotypes. This suggests that evolution can follow many different trajectories on such landscapes and the reconstruction of evolutionary pathways from experimental data might be an extremely difficult task.}, author = {Zagórski, Marcin P and Burda, Zdzisław and Wacław, Bartłomiej}, journal = {PLoS Computational Biology}, number = {12}, publisher = {Public Library of Science}, title = {{Beyond the hypercube evolutionary accessibility of fitness landscapes with realistic mutational networks}}, doi = {10.1371/journal.pcbi.1005218}, volume = {12}, year = {2016}, } @article{1170, abstract = {The increasing complexity of dynamic models in systems and synthetic biology poses computational challenges especially for the identification of model parameters. While modularization of the corresponding optimization problems could help reduce the “curse of dimensionality,” abundant feedback and crosstalk mechanisms prohibit a simple decomposition of most biomolecular networks into subnetworks, or modules. Drawing on ideas from network modularization and multiple-shooting optimization, we present here a modular parameter identification approach that explicitly allows for such interdependencies. Interfaces between our modules are given by the experimentally measured molecular species. This definition allows deriving good (initial) estimates for the inter-module communication directly from the experimental data. Given these estimates, the states and parameter sensitivities of different modules can be integrated independently. To achieve consistency between modules, we iteratively adjust the estimates for inter-module communication while optimizing the parameters. After convergence to an optimal parameter set---but not during earlier iterations---the intermodule communication as well as the individual modules\' state dynamics agree with the dynamics of the nonmodularized network. Our modular parameter identification approach allows for easy parallelization; it can reduce the computational complexity for larger networks and decrease the probability to converge to suboptimal local minima. We demonstrate the algorithm\'s performance in parameter estimation for two biomolecular networks, a synthetic genetic oscillator and a mammalian signaling pathway.}, author = {Lang, Moritz and Stelling, Jörg}, journal = {SIAM Journal on Scientific Computing}, number = {6}, pages = {B988 -- B1008}, publisher = {Society for Industrial and Applied Mathematics }, title = {{Modular parameter identification of biomolecular networks}}, doi = {10.1137/15M103306X}, volume = {38}, year = {2016}, } @article{1171, author = {Tkacik, Gasper}, journal = {Physics of Life Reviews}, pages = {166 -- 167}, publisher = {Elsevier}, title = {{Understanding regulatory networks requires more than computing a multitude of graph statistics: Comment on "Drivers of structural features in gene regulatory networks: From biophysical constraints to biological function" by O. C. Martin et al.}}, doi = {10.1016/j.plrev.2016.06.005}, volume = {17}, year = {2016}, } @article{1172, abstract = {A central issue in cell biology is the physico-chemical basis of organelle biogenesis in intracellular trafficking pathways, its most impressive manifestation being the biogenesis of Golgi cisternae. At a basic level, such morphologically and chemically distinct compartments should arise from an interplay between the molecular transport and chemical maturation. Here, we formulate analytically tractable, minimalist models, that incorporate this interplay between transport and chemical progression in physical space, and explore the conditions for de novo biogenesis of distinct cisternae. We propose new quantitative measures that can discriminate between the various models of transport in a qualitative manner-this includes measures of the dynamics in steady state and the dynamical response to perturbations of the kind amenable to live-cell imaging.}, author = {Sachdeva, Himani and Barma, Mustansir and Rao, Madan}, journal = {Scientific Reports}, publisher = {Nature Publishing Group}, title = {{Nonequilibrium description of de novo biogenesis and transport through Golgi-like cisternae}}, doi = {10.1038/srep38840}, volume = {6}, year = {2016}, } @article{1177, abstract = {Boldyreva, Palacio and Warinschi introduced a multiple forking game as an extension of general forking. The notion of (multiple) forking is a useful abstraction from the actual simulation of cryptographic scheme to the adversary in a security reduction, and is achieved through the intermediary of a so-called wrapper algorithm. Multiple forking has turned out to be a useful tool in the security argument of several cryptographic protocols. However, a reduction employing multiple forking incurs a significant degradation of (Formula presented.) , where (Formula presented.) denotes the upper bound on the underlying random oracle calls and (Formula presented.) , the number of forkings. In this work we take a closer look at the reasons for the degradation with a tighter security bound in mind. We nail down the exact set of conditions for success in the multiple forking game. A careful analysis of the cryptographic schemes and corresponding security reduction employing multiple forking leads to the formulation of ‘dependence’ and ‘independence’ conditions pertaining to the output of the wrapper in different rounds. Based on the (in)dependence conditions we propose a general framework of multiple forking and a General Multiple Forking Lemma. Leveraging (in)dependence to the full allows us to improve the degradation factor in the multiple forking game by a factor of (Formula presented.). By implication, the cost of a single forking involving two random oracles (augmented forking) matches that involving a single random oracle (elementary forking). Finally, we study the effect of these observations on the concrete security of existing schemes employing multiple forking. We conclude that by careful design of the protocol (and the wrapper in the security reduction) it is possible to harness our observations to the full extent.}, author = {Kamath Hosdurg, Chethan and Chatterjee, Sanjit}, journal = {Algorithmica}, number = {4}, pages = {1321 -- 1362}, publisher = {Springer}, title = {{A closer look at multiple-forking: Leveraging (in)dependence for a tighter bound}}, doi = {10.1007/s00453-015-9997-6}, volume = {74}, year = {2016}, } @inproceedings{1179, abstract = {Computational notions of entropy have recently found many applications, including leakage-resilient cryptography, deterministic encryption or memory delegation. The two main types of results which make computational notions so useful are (1) Chain rules, which quantify by how much the computational entropy of a variable decreases if conditioned on some other variable (2) Transformations, which quantify to which extend one type of entropy implies another. Such chain rules and transformations typically lose a significant amount in quality of the entropy, and are the reason why applying these results one gets rather weak quantitative security bounds. In this paper we for the first time prove lower bounds in this context, showing that existing results for transformations are, unfortunately, basically optimal for non-adaptive black-box reductions (and it’s hard to imagine how non black-box reductions or adaptivity could be useful here.) A variable X has k bits of HILL entropy of quality (ϵ,s) if there exists a variable Y with k bits min-entropy which cannot be distinguished from X with advantage ϵ by distinguishing circuits of size s. A weaker notion is Metric entropy, where we switch quantifiers, and only require that for every distinguisher of size s, such a Y exists. We first describe our result concerning transformations. By definition, HILL implies Metric without any loss in quality. Metric entropy often comes up in applications, but must be transformed to HILL for meaningful security guarantees. The best known result states that if a variable X has k bits of Metric entropy of quality (ϵ,s) , then it has k bits of HILL with quality (2ϵ,s⋅ϵ2). We show that this loss of a factor Ω(ϵ−2) in circuit size is necessary. In fact, we show the stronger result that this loss is already necessary when transforming so called deterministic real valued Metric entropy to randomised boolean Metric (both these variants of Metric entropy are implied by HILL without loss in quality). The chain rule for HILL entropy states that if X has k bits of HILL entropy of quality (ϵ,s) , then for any variable Z of length m, X conditioned on Z has k−m bits of HILL entropy with quality (ϵ,s⋅ϵ2/2m). We show that a loss of Ω(2m/ϵ) in circuit size necessary here. Note that this still leaves a gap of ϵ between the known bound and our lower bound.}, author = {Pietrzak, Krzysztof Z and Maciej, Skorski}, location = {Beijing, China}, pages = {183 -- 203}, publisher = {Springer}, title = {{Pseudoentropy: Lower-bounds for chain rules and transformations}}, doi = {10.1007/978-3-662-53641-4_8}, volume = {9985}, year = {2016}, } @article{1181, abstract = {This review accompanies a 2016 SFN mini-symposium presenting examples of current studies that address a central question: How do neural stem cells (NSCs) divide in different ways to produce heterogeneous daughter types at the right time and in proper numbers to build a cerebral cortex with the appropriate size and structure? We will focus on four aspects of corticogenesis: cytokinesis events that follow apical mitoses of NSCs; coordinating abscission with delamination from the apical membrane; timing of neurogenesis and its indirect regulation through emergence of intermediate progenitors; and capacity of single NSCs to generate the correct number and laminar fate of cortical neurons. Defects in these mechanisms can cause microcephaly and other brain malformations, and understanding them is critical to designing diagnostic tools and preventive and corrective therapies.}, author = {Dwyer, Noelle and Chen, Bin and Chou, Shen and Hippenmeyer, Simon and Nguyen, Laurent and Ghashghaei, Troy}, journal = {Journal of Neuroscience}, number = {45}, pages = {11394 -- 11401}, publisher = {Society for Neuroscience}, title = {{Neural stem cells to cerebral cortex: Emerging mechanisms regulating progenitor behavior and productivity}}, doi = {10.1523/JNEUROSCI.2359-16.2016}, volume = {36}, year = {2016}, } @inproceedings{1182, abstract = {Balanced knockout tournaments are ubiquitous in sports competitions and are also used in decisionmaking and elections. The traditional computational question, that asks to compute a draw (optimal draw) that maximizes the winning probability for a distinguished player, has received a lot of attention. Previous works consider the problem where the pairwise winning probabilities are known precisely, while we study how robust is the winning probability with respect to small errors in the pairwise winning probabilities. First, we present several illuminating examples to establish: (a) there exist deterministic tournaments (where the pairwise winning probabilities are 0 or 1) where one optimal draw is much more robust than the other; and (b) in general, there exist tournaments with slightly suboptimal draws that are more robust than all the optimal draws. The above examples motivate the study of the computational problem of robust draws that guarantee a specified winning probability. Second, we present a polynomial-time algorithm for approximating the robustness of a draw for sufficiently small errors in pairwise winning probabilities, and obtain that the stated computational problem is NP-complete. We also show that two natural cases of deterministic tournaments where the optimal draw could be computed in polynomial time also admit polynomial-time algorithms to compute robust optimal draws.}, author = {Chatterjee, Krishnendu and Ibsen-Jensen, Rasmus and Tkadlec, Josef}, location = {New York, NY, USA}, pages = {172 -- 179}, publisher = {AAAI Press}, title = {{Robust draws in balanced knockout tournaments}}, volume = {2016-January}, year = {2016}, } @article{1183, abstract = {Autism spectrum disorders (ASD) are a group of genetic disorders often overlapping with other neurological conditions. We previously described abnormalities in the branched-chain amino acid (BCAA) catabolic pathway as a cause of ASD. Here, we show that the solute carrier transporter 7a5 (SLC7A5), a large neutral amino acid transporter localized at the blood brain barrier (BBB), has an essential role in maintaining normal levels of brain BCAAs. In mice, deletion of Slc7a5 from the endothelial cells of the BBB leads to atypical brain amino acid profile, abnormal mRNA translation, and severe neurological abnormalities. Furthermore, we identified several patients with autistic traits and motor delay carrying deleterious homozygous mutations in the SLC7A5 gene. Finally, we demonstrate that BCAA intracerebroventricular administration ameliorates abnormal behaviors in adult mutant mice. Our data elucidate a neurological syndrome defined by SLC7A5 mutations and support an essential role for the BCAA in human brain function.}, author = {Tarlungeanu, Dora-Clara and Deliu, Elena and Dotter, Christoph and Kara, Majdi and Janiesch, Philipp and Scalise, Mariafrancesca and Galluccio, Michele and Tesulov, Mateja and Morelli, Emanuela and Sönmez, Fatma and Bilgüvar, Kaya and Ohgaki, Ryuichi and Kanai, Yoshikatsu and Johansen, Anide and Esharif, Seham and Ben Omran, Tawfeg and Topcu, Meral and Schlessinger, Avner and Indiveri, Cesare and Duncan, Kent and Caglayan, Ahmet and Günel, Murat and Gleeson, Joseph and Novarino, Gaia}, journal = {Cell}, number = {6}, pages = {1481 -- 1494}, publisher = {Cell Press}, title = {{Impaired amino acid transport at the blood brain barrier is a cause of autism spectrum disorder}}, doi = {10.1016/j.cell.2016.11.013}, volume = {167}, year = {2016}, } @article{1184, abstract = {Across multicellular organisms, the costs of reproduction and self-maintenance result in a life history trade-off between fecundity and longevity. Queens of perennial social Hymenoptera are both highly fertile and long-lived, and thus, this fundamental trade-off is lacking. Whether social insect males similarly evade the fecundity/longevity trade-off remains largely unstudied. Wingless males of the ant genus Cardiocondyla stay in their natal colonies throughout their relatively long lives and mate with multiple female sexuals. Here, we show that Cardiocondyla obscurior males that were allowed to mate with large numbers of female sexuals had a shortened life span compared to males that mated at a low frequency or virgin males. Although frequent mating negatively affects longevity, males clearly benefit from a “live fast, die young strategy” by inseminating as many female sexuals as possible at a cost to their own survival.}, author = {Metzler, Sina and Heinze, Jürgen and Schrempf, Alexandra}, journal = {Ecology and Evolution}, number = {24}, pages = {8903 -- 8906}, publisher = {Wiley-Blackwell}, title = {{Mating and longevity in ant males}}, doi = {10.1002/ece3.2474}, volume = {6}, year = {2016}, } @article{1185, abstract = {The developmental programme of the pistil is under the control of both auxin and cytokinin. Crosstalk between these factors converges on regulation of the auxin carrier PIN-FORMED 1 (PIN1). Here, we show that in the triple transcription factor mutant cytokinin response factor 2 (crf2) crf3 crf6 both pistil length and ovule number were reduced. PIN1 expression was also lower in the triple mutant and the phenotypes could not be rescued by exogenous cytokinin application. pin1 complementation studies using genomic PIN1 constructs showed that the pistil phenotypes were only rescued when the PCRE1 domain, to which CRFs bind, was present. Without this domain, pin mutants resemble the crf2 crf3 crf6 triple mutant, indicating the pivotal role of CRFs in auxin-cytokinin crosstalk.}, author = {Cucinotta, Mara and Manrique, Silvia and Guazzotti, Andrea and Quadrelli, Nadia and Mendes, Marta and Benková, Eva and Colombo, Lucia}, journal = {Development}, number = {23}, pages = {4419 -- 4424}, publisher = {Company of Biologists}, title = {{Cytokinin response factors integrate auxin and cytokinin pathways for female reproductive organ development}}, doi = {10.1242/dev.143545}, volume = {143}, year = {2016}, } @article{1186, abstract = {The human pathogen Streptococcus pneumoniae is decorated with a special class of surface-proteins known as choline-binding proteins (CBPs) attached to phosphorylcholine (PCho) moieties from cell-wall teichoic acids. By a combination of X-ray crystallography, NMR, molecular dynamics techniques and in vivo virulence and phagocytosis studies, we provide structural information of choline-binding protein L (CbpL) and demonstrate its impact on pneumococcal pathogenesis and immune evasion. CbpL is a very elongated three-module protein composed of (i) an Excalibur Ca 2+ -binding domain -reported in this work for the very first time-, (ii) an unprecedented anchorage module showing alternate disposition of canonical and non-canonical choline-binding sites that allows vine-like binding of fully-PCho-substituted teichoic acids (with two choline moieties per unit), and (iii) a Ltp-Lipoprotein domain. Our structural and infection assays indicate an important role of the whole multimodular protein allowing both to locate CbpL at specific places on the cell wall and to interact with host components in order to facilitate pneumococcal lung infection and transmigration from nasopharynx to the lungs and blood. CbpL implication in both resistance against killing by phagocytes and pneumococcal pathogenesis further postulate this surface-protein as relevant among the pathogenic arsenal of the pneumococcus.}, author = {Gutierrez-Fernandez, Javier and Saleh, Malek and Alcorlo, Martín and Gómez Mejóa, Alejandro and Pantoja Uceda, David and Treviño, Miguel and Vob, Franziska and Abdullah, Mohammed and Galán Bartual, Sergio and Seinen, Jolien and Sánchez Murcia, Pedro and Gago, Federico and Bruix, Marta and Hammerschmidt, Sven and Hermoso, Juan}, journal = {Scientific Reports}, publisher = {Nature Publishing Group}, title = {{Modular architecture and unique teichoic acid recognition features of choline-binding protein L CbpL contributing to pneumococcal pathogenesis}}, doi = {10.1038/srep38094}, volume = {6}, year = {2016}, } @article{1188, abstract = {We consider a population dynamics model coupling cell growth to a diffusion in the space of metabolic phenotypes as it can be obtained from realistic constraints-based modelling. In the asymptotic regime of slow diffusion, that coincides with the relevant experimental range, the resulting non-linear Fokker–Planck equation is solved for the steady state in the WKB approximation that maps it into the ground state of a quantum particle in an Airy potential plus a centrifugal term. We retrieve scaling laws for growth rate fluctuations and time response with respect to the distance from the maximum growth rate suggesting that suboptimal populations can have a faster response to perturbations.}, author = {De Martino, Daniele and Masoero, Davide}, journal = { Journal of Statistical Mechanics: Theory and Experiment}, number = {12}, publisher = {IOPscience}, title = {{Asymptotic analysis of noisy fitness maximization, applied to metabolism & growth}}, doi = {10.1088/1742-5468/aa4e8f}, volume = {2016}, year = {2016}, } @inproceedings{1193, abstract = {We consider the recent formulation of the Algorithmic Lovász Local Lemma [1], [2] for finding objects that avoid "bad features", or "flaws". It extends the Moser-Tardos resampling algorithm [3] to more general discrete spaces. At each step the method picks a flaw present in the current state and "resamples" it using a "resampling oracle" provided by the user. However, it is less flexible than the Moser-Tardos method since [1], [2] require a specific flaw selection rule, whereas [3] allows an arbitrary rule (and thus can potentially be implemented more efficiently). We formulate a new "commutativity" condition, and prove that it is sufficient for an arbitrary rule to work. It also enables an efficient parallelization under an additional assumption. We then show that existing resampling oracles for perfect matchings and permutations do satisfy this condition. Finally, we generalize the precondition in [2] (in the case of symmetric potential causality graphs). This unifies special cases that previously were treated separately.}, author = {Kolmogorov, Vladimir}, booktitle = {Proceedings - Annual IEEE Symposium on Foundations of Computer Science}, location = {New Brunswick, NJ, USA }, publisher = {IEEE}, title = {{Commutativity in the algorithmic Lovasz local lemma}}, doi = {10.1109/FOCS.2016.88}, volume = {2016-December}, year = {2016}, } @article{1195, abstract = {The genetic analysis of experimentally evolving populations typically relies on short reads from pooled individuals (Pool-Seq). While this method provides reliable allele frequency estimates, the underlying haplotype structure remains poorly characterized. With small population sizes and adaptive variants that start from low frequencies, the interpretation of selection signatures in most Evolve and Resequencing studies remains challenging. To facilitate the characterization of selection targets, we propose a new approach that reconstructs selected haplotypes from replicated time series, using Pool-Seq data. We identify selected haplotypes through the correlated frequencies of alleles carried by them. Computer simulations indicate that selected haplotype-blocks of several Mb can be reconstructed with high confidence and low error rates, even when allele frequencies change only by 20% across three replicates. Applying this method to real data from D. melanogaster populations adapting to a hot environment, we identify a selected haplotype-block of 6.93 Mb. We confirm the presence of this haplotype-block in evolved populations by experimental haplotyping, demonstrating the power and accuracy of our haplotype reconstruction from Pool-Seq data. We propose that the combination of allele frequency estimates with haplotype information will provide the key to understanding the dynamics of adaptive alleles. }, author = {Franssen, Susan and Barton, Nicholas H and Schlötterer, Christian}, journal = {Molecular Biology and Evolution}, number = {1}, pages = {174 -- 184}, publisher = {Oxford University Press}, title = {{Reconstruction of haplotype-blocks selected during experimental evolution.}}, doi = {10.1093/molbev/msw210}, volume = {34}, year = {2016}, } @article{1197, abstract = {Across the nervous system, certain population spiking patterns are observed far more frequently than others. A hypothesis about this structure is that these collective activity patterns function as population codewords–collective modes–carrying information distinct from that of any single cell. We investigate this phenomenon in recordings of ∼150 retinal ganglion cells, the retina’s output. We develop a novel statistical model that decomposes the population response into modes; it predicts the distribution of spiking activity in the ganglion cell population with high accuracy. We found that the modes represent localized features of the visual stimulus that are distinct from the features represented by single neurons. Modes form clusters of activity states that are readily discriminated from one another. When we repeated the same visual stimulus, we found that the same mode was robustly elicited. These results suggest that retinal ganglion cells’ collective signaling is endowed with a form of error-correcting code–a principle that may hold in brain areas beyond retina.}, author = {Prentice, Jason and Marre, Olivier and Ioffe, Mark and Loback, Adrianna and Tkacik, Gasper and Berry, Michael}, journal = {PLoS Computational Biology}, number = {11}, publisher = {Public Library of Science}, title = {{Error-robust modes of the retinal population code}}, doi = {10.1371/journal.pcbi.1005148}, volume = {12}, year = {2016}, } @article{1200, author = {Hilbe, Christian and Traulsen, Arne}, journal = {Physics of Life Reviews}, pages = {29 -- 31}, publisher = {Elsevier}, title = {{Only the combination of mathematics and agent based simulations can leverage the full potential of evolutionary modeling: Comment on “Evolutionary game theory using agent-based methods” by C. Adami, J. Schossau and A. Hintze}}, doi = {10.1016/j.plrev.2016.10.004}, volume = {19}, year = {2016}, }