@article{12562,
  abstract     = {Presynaptic inputs determine the pattern of activation of postsynaptic neurons in a neural circuit. Molecular and genetic pathways that regulate the selective formation of subsets of presynaptic inputs are largely unknown, despite significant understanding of the general process of synaptogenesis. In this study, we have begun to identify such factors using the spinal monosynaptic stretch reflex circuit as a model system. In this neuronal circuit, Ia proprioceptive afferents establish monosynaptic connections with spinal motor neurons that project to the same muscle (termed homonymous connections) or muscles with related or synergistic function. However, monosynaptic connections are not formed with motor neurons innervating muscles with antagonistic functions. The ETS transcription factor ER81 (also known as ETV1) is expressed by all proprioceptive afferents, but only a small set of motor neuron pools in the lumbar spinal cord of the mouse. Here we use conditional mouse genetic techniques to eliminate Er81 expression selectively from motor neurons. We find that ablation of Er81 in motor neurons reduces synaptic inputs from proprioceptive afferents conveying information from homonymous and synergistic muscles, with no change observed in the connectivity pattern from antagonistic proprioceptive afferents. In summary, these findings suggest a role for ER81 in defined motor neuron pools to control the assembly of specific presynaptic inputs and thereby influence the profile of activation of these motor neurons.},
  author       = {Ladle, David R. and Hippenmeyer, Simon},
  issn         = {1522-1598},
  journal      = {Journal of Neurophysiology},
  keywords     = {Physiology, General Neuroscience},
  number       = {3},
  pages        = {501--512},
  publisher    = {American Physiological Society},
  title        = {{Loss of ETV1/ER81 in motor neurons leads to reduced monosynaptic inputs from proprioceptive sensory neurons}},
  doi          = {10.1152/jn.00172.2022},
  volume       = {129},
  year         = {2023},
}

@article{12563,
  abstract     = {he approximate graph coloring problem, whose complexity is unresolved in most cases, concerns finding a c-coloring of a graph that is promised to be k-colorable, where c≥k. This problem naturally generalizes to promise graph homomorphism problems and further to promise constraint satisfaction problems. The complexity of these problems has recently been studied through an algebraic approach. In this paper, we introduce two new techniques to analyze the complexity of promise CSPs: one is based on topology and the other on adjunction. We apply these techniques, together with the previously introduced algebraic approach, to obtain new unconditional NP-hardness results for a significant class of approximate graph coloring and promise graph homomorphism problems.},
  author       = {Krokhin, Andrei and Opršal, Jakub and Wrochna, Marcin and Živný, Stanislav},
  issn         = {1095-7111},
  journal      = {SIAM Journal on Computing},
  keywords     = {General Mathematics, General Computer Science},
  number       = {1},
  pages        = {38--79},
  publisher    = {Society for Industrial & Applied Mathematics},
  title        = {{Topology and adjunction in promise constraint satisfaction}},
  doi          = {10.1137/20m1378223},
  volume       = {52},
  year         = {2023},
}

@article{12566,
  abstract     = {Approximate agreement is one of the few variants of consensus that can be solved in a wait-free manner in asynchronous systems where processes communicate by reading and writing to shared memory. In this work, we consider a natural generalisation of approximate agreement on arbitrary undirected connected graphs. Each process is given a node of the graph as input and, if non-faulty, must output a node such that
– all the outputs are within distance 1 of one another, and
– each output value lies on a shortest path between two input values.
From prior work, it is known that there is no wait-free algorithm among  processes for this problem on any cycle of length , by reduction from 2-set agreement (Castañeda et al., 2018).

In this work, we investigate the solvability of this task on general graphs. We give a new, direct proof of the impossibility of approximate agreement on cycles of length , via a generalisation of Sperner's Lemma to convex polygons. We also extend the reduction from 2-set agreement to a larger class of graphs, showing that approximate agreement on these graphs is unsolvable. On the positive side, we present a wait-free algorithm for a different class of graphs, which properly contains the class of chordal graphs.},
  author       = {Alistarh, Dan-Adrian and Ellen, Faith and Rybicki, Joel},
  issn         = {0304-3975},
  journal      = {Theoretical Computer Science},
  number       = {2},
  publisher    = {Elsevier},
  title        = {{Wait-free approximate agreement on graphs}},
  doi          = {10.1016/j.tcs.2023.113733},
  volume       = {948},
  year         = {2023},
}

@article{12567,
  abstract     = {Single-molecule localization microscopy (SMLM) greatly advances structural studies of diverse biological tissues. For example, presynaptic active zone (AZ) nanotopology is resolved in increasing detail. Immunofluorescence imaging of AZ proteins usually relies on epitope preservation using aldehyde-based immunocompetent fixation. Cryofixation techniques, such as high-pressure freezing (HPF) and freeze substitution (FS), are widely used for ultrastructural studies of presynaptic architecture in electron microscopy (EM). HPF/FS demonstrated nearer-to-native preservation of AZ ultrastructure, e.g., by facilitating single filamentous structures. Here, we present a protocol combining the advantages of HPF/FS and direct stochastic optical reconstruction microscopy (dSTORM) to quantify nanotopology of the AZ scaffold protein Bruchpilot (Brp) at neuromuscular junctions (NMJs) of Drosophila melanogaster. Using this standardized model, we tested for preservation of Brp clusters in different FS protocols compared to classical aldehyde fixation. In HPF/FS samples, presynaptic boutons were structurally well preserved with ~22% smaller Brp clusters that allowed quantification of subcluster topology. In summary, we established a standardized near-to-native preparation and immunohistochemistry protocol for SMLM analyses of AZ protein clusters in a defined model synapse. Our protocol could be adapted to study protein arrangements at single-molecule resolution in other intact tissue preparations.},
  author       = {Mrestani, Achmed and Lichter, Katharina and Sirén, Anna Leena and Heckmann, Manfred and Paul, Mila M. and Pauli, Martin},
  issn         = {1422-0067},
  journal      = {International Journal of Molecular Sciences},
  number       = {3},
  publisher    = {MDPI},
  title        = {{Single-molecule localization microscopy of presynaptic active zones in Drosophila melanogaster after rapid cryofixation}},
  doi          = {10.3390/ijms24032128},
  volume       = {24},
  year         = {2023},
}

@article{12668,
  abstract     = {Background: Plant and animal embryogenesis have conserved and distinct features. Cell fate transitions occur during embryogenesis in both plants and animals. The epigenomic processes regulating plant embryogenesis remain largely elusive.

Results: Here, we elucidate chromatin and transcriptomic dynamics during embryogenesis of the most cultivated crop, hexaploid wheat. Time-series analysis reveals stage-specific and proximal–distal distinct chromatin accessibility and dynamics concordant with transcriptome changes. Following fertilization, the remodeling kinetics of H3K4me3, H3K27ac, and H3K27me3 differ from that in mammals, highlighting considerable species-specific epigenomic dynamics during zygotic genome activation. Polycomb repressive complex 2 (PRC2)-mediated H3K27me3 deposition is important for embryo establishment. Later H3K27ac, H3K27me3, and chromatin accessibility undergo dramatic remodeling to establish a permissive chromatin environment facilitating the access of transcription factors to cis-elements for fate patterning. Embryonic maturation is characterized by increasing H3K27me3 and decreasing chromatin accessibility, which likely participates in restricting totipotency while preventing extensive organogenesis. Finally, epigenomic signatures are correlated with biased expression among homeolog triads and divergent expression after polyploidization, revealing an epigenomic contributor to subgenome diversification in an allohexaploid genome.

Conclusions: Collectively, we present an invaluable resource for comparative and mechanistic analysis of the epigenomic regulation of crop embryogenesis.},
  author       = {Zhao, Long and Yang, Yiman and Chen, Jinchao and Lin, Xuelei and Zhang, Hao and Wang, Hao and Wang, Hongzhe and Bie, Xiaomin and Jiang, Jiafu and Feng, Xiaoqi and Fu, Xiangdong and Zhang, Xiansheng and Du, Zhuo and Xiao, Jun},
  issn         = {1474-760X},
  journal      = {Genome Biology},
  publisher    = {Springer Nature},
  title        = {{Dynamic chromatin regulatory programs during embryogenesis of hexaploid wheat}},
  doi          = {10.1186/s13059-022-02844-2},
  volume       = {24},
  year         = {2023},
}

@article{12669,
  abstract     = {The study of RNAs has become one of the most influential research fields in contemporary biology and biomedicine. In the last few years, new sequencing technologies have produced an explosion of new and exciting discoveries in the field but have also given rise to many open questions. Defining these questions, together with old, long-standing gaps in our knowledge, is the spirit of this article. The breadth of topics within RNA biology research is vast, and every aspect of the biology of these molecules contains countless exciting open questions. Here, we asked 12 groups to discuss their most compelling question among some plant RNA biology topics. The following vignettes cover RNA alternative splicing; RNA dynamics; RNA translation; RNA structures; R-loops; epitranscriptomics; long non-coding RNAs; small RNA production and their functions in crops; small RNAs during gametogenesis and in cross-kingdom RNA interference; and RNA-directed DNA methylation. In each section, we will present the current state-of-the-art in plant RNA biology research before asking the questions that will surely motivate future discoveries in the field. We hope this article will spark a debate about the future perspective on RNA biology and provoke novel reflections in the reader.},
  author       = {Manavella, Pablo A and Godoy Herz, Micaela A and Kornblihtt, Alberto R and Sorenson, Reed and Sieburth, Leslie E and Nakaminami, Kentaro and Seki, Motoaki and Ding, Yiliang and Sun, Qianwen and Kang, Hunseung and Ariel, Federico D and Crespi, Martin and Giudicatti, Axel J and Cai, Qiang and Jin, Hailing and Feng, Xiaoqi and Qi, Yijun and Pikaard, Craig S},
  issn         = {1532-298X},
  journal      = {The Plant Cell},
  keywords     = {Cell Biology, Plant Science},
  number       = {6},
  publisher    = {Oxford University Press},
  title        = {{Beyond transcription: compelling open questions in plant RNA biology}},
  doi          = {10.1093/plcell/koac346},
  volume       = {35},
  year         = {2023},
}

@article{12672,
  abstract     = {Cytosine methylation within CG dinucleotides (mCG) can be epigenetically inherited over many generations. Such inheritance is thought to be mediated by a semiconservative mechanism that produces binary present/absent methylation patterns. However, we show here that in Arabidopsis thaliana h1ddm1 mutants, intermediate heterochromatic mCG is stably inherited across many generations and is quantitatively associated with transposon expression. We develop a mathematical model that estimates the rates of semiconservative maintenance failure and de novo methylation at each transposon, demonstrating that mCG can be stably inherited at any level via a dynamic balance of these activities. We find that DRM2 – the core methyltransferase of the RNA-directed DNA methylation pathway – catalyzes most of the heterochromatic de novo mCG, with de novo rates orders of magnitude higher than previously thought, whereas chromomethylases make smaller contributions. Our results demonstrate that stable epigenetic inheritance of mCG in plant heterochromatin is enabled by extensive de novo methylation.},
  author       = {Lyons, David B. and Briffa, Amy and He, Shengbo and Choi, Jaemyung and Hollwey, Elizabeth and Colicchio, Jack and Anderson, Ian and Feng, Xiaoqi and Howard, Martin and Zilberman, Daniel},
  issn         = {2211-1247},
  journal      = {Cell Reports},
  number       = {3},
  publisher    = {Elsevier},
  title        = {{Extensive de novo activity stabilizes epigenetic inheritance of CG methylation in Arabidopsis transposons}},
  doi          = {10.1016/j.celrep.2023.112132},
  volume       = {42},
  year         = {2023},
}

@article{12675,
  abstract     = {Aromatic side chains are important reporters of the plasticity of proteins, and often form important contacts in protein--protein interactions. By studying a pair of structurally homologous cross-β amyloid fibrils, HET-s and HELLF, with a specific isotope-labeling approach and magic-angle-spinning (MAS) NMR, we have characterized the dynamic behavior of Phe and Tyr aromatic rings to show that the hydrophobic amyloid core is rigid, without any sign of "breathing motions" over hundreds of milliseconds at least. Aromatic residues exposed at the fibril surface have a rigid ring axis but undergo ring flips, on a variety of time scales from ns to µs. Our approach provides direct insight into hydrophobic-core motions, enabling a better evaluation of the conformational heterogeneity generated from a NMR structural ensemble of such amyloid cross-β architecture.},
  author       = {Becker, Lea Marie and Berbon, Mélanie and Vallet, Alicia and Grelard, Axelle and Morvan, Estelle and Bardiaux, Benjamin and Lichtenecker, Roman and Ernst, Matthias and Loquet, Antoine and Schanda, Paul},
  issn         = {1521-3773},
  journal      = {Angewandte Chemie International Edition},
  keywords     = {General Chemistry, Catalysis},
  number       = {19},
  publisher    = {Wiley},
  title        = {{The rigid core and flexible surface of amyloid fibrils probed by Magic‐Angle Spinning NMR of aromatic residues}},
  doi          = {10.1002/anie.202219314},
  volume       = {62},
  year         = {2023},
}

@inproceedings{12676,
  abstract     = {Turn-based stochastic games (aka simple stochastic games) are two-player zero-sum games played on directed graphs with probabilistic transitions. The goal of player-max is to maximize the probability to reach a target state against the adversarial player-min. These games lie in NP ∩ coNP and are among the rare combinatorial problems that belong to this complexity class for which the existence of polynomial-time algorithm is a major open question. While randomized sub-exponential time algorithm exists, all known deterministic algorithms require exponential time in the worst-case. An important open question has been whether faster algorithms can be obtained parametrized by the treewidth of the game graph. Even deterministic sub-exponential time algorithm for constant treewidth turn-based stochastic games has remain elusive. In this work our main result is a deterministic algorithm to solve turn-based stochastic games that, given a game with n states, treewidth at most t, and the bit-complexity of the probabilistic transition function log D, has running time O ((tn2 log D)t log n). In particular, our algorithm is quasi-polynomial time for games with constant or poly-logarithmic treewidth.},
  author       = {Chatterjee, Krishnendu and Meggendorfer, Tobias and Saona Urmeneta, Raimundo J and Svoboda, Jakub},
  booktitle    = {Proceedings of the 2023 Annual ACM-SIAM Symposium on Discrete Algorithms},
  isbn         = {9781611977554},
  location     = {Florence, Italy},
  pages        = {4590--4605},
  publisher    = {Society for Industrial and Applied Mathematics},
  title        = {{Faster algorithm for turn-based stochastic games with bounded treewidth}},
  doi          = {10.1137/1.9781611977554.ch173},
  year         = {2023},
}

@article{12679,
  abstract     = {How to generate a brain of correct size and with appropriate cell-type diversity during development is a major question in Neuroscience. In the developing neocortex, radial glial progenitor (RGP) cells are the main neural stem cells that produce cortical excitatory projection neurons, glial cells, and establish the prospective postnatal stem cell niche in the lateral ventricles. RGPs follow a tightly orchestrated developmental program that when disrupted can result in severe cortical malformations such as microcephaly and megalencephaly. The precise cellular and molecular mechanisms instructing faithful RGP lineage progression are however not well understood. This review will summarize recent conceptual advances that contribute to our understanding of the general principles of RGP lineage progression.},
  author       = {Hippenmeyer, Simon},
  issn         = {0959-4388},
  journal      = {Current Opinion in Neurobiology},
  keywords     = {General Neuroscience},
  number       = {4},
  publisher    = {Elsevier},
  title        = {{Principles of neural stem cell lineage progression: Insights from developing cerebral cortex}},
  doi          = {10.1016/j.conb.2023.102695},
  volume       = {79},
  year         = {2023},
}

@article{12680,
  abstract     = {The celebrated Erdős–Ko–Rado theorem about the maximal size of an intersecting family of r-element subsets of  was extended to the setting of exterior algebra in [5, Theorem 2.3] and in [6, Theorem 1.4]. However, the equality case has not been settled yet. In this short note, we show that the extension of the Erdős–Ko–Rado theorem and the characterization of the equality case therein, as well as those of the Hilton–Milner theorem to the setting of exterior algebra in the simplest non-trivial case of two-forms follow from a folklore puzzle about possible arrangements of an intersecting family of lines.},
  author       = {Ivanov, Grigory and Köse, Seyda},
  issn         = {0012-365X},
  journal      = {Discrete Mathematics},
  number       = {6},
  publisher    = {Elsevier},
  title        = {{Erdős-Ko-Rado and Hilton-Milner theorems for two-forms}},
  doi          = {10.1016/j.disc.2023.113363},
  volume       = {346},
  year         = {2023},
}

@article{12681,
  abstract     = {The dissolution of minute concentration of polymers in wall-bounded flows is well-known for its unparalleled ability to reduce turbulent friction drag. Another phenomenon, elasto-inertial turbulence (EIT), has been far less studied even though elastic instabilities have already been observed in dilute polymer solutions before the discovery of polymer drag reduction. EIT is a chaotic state driven by polymer dynamics that is observed across many orders of magnitude in Reynolds number. It involves energy transfer from small elastic scales to large flow scales. The investigation of the mechanisms of EIT offers the possibility to better understand other complex phenomena such as elastic turbulence and maximum drag reduction. In this review, we survey recent research efforts that are advancing the understanding of the dynamics of EIT. We highlight the fundamental differences between EIT and Newtonian/inertial turbulence from the perspective of experiments, numerical simulations, instabilities, and coherent structures. Finally, we discuss the possible links between EIT and elastic turbulence and polymer drag reduction, as well as the remaining challenges in unraveling the self-sustaining mechanism of EIT.},
  author       = {Dubief, Yves and Terrapon, Vincent E. and Hof, Björn},
  issn         = {1545-4479},
  journal      = {Annual Review of Fluid Mechanics},
  number       = {1},
  pages        = {675--705},
  publisher    = {Annual Reviews},
  title        = {{Elasto-inertial turbulence}},
  doi          = {10.1146/annurev-fluid-032822-025933},
  volume       = {55},
  year         = {2023},
}

@article{12682,
  abstract     = {Since the seminal studies by Osborne Reynolds in the nineteenth century, pipe flow has served as a primary prototype for investigating the transition to turbulence in wall-bounded flows. Despite the apparent simplicity of this flow, various facets of this problem have occupied researchers for more than a century. Here we review insights from three distinct perspectives: (a) stability and susceptibility of laminar flow, (b) phase transition and spatiotemporal dynamics, and (c) dynamical systems analysis of the Navier—Stokes equations. We show how these perspectives have led to a profound understanding of the onset of turbulence in pipe flow. Outstanding open points, applications to flows of complex fluids, and similarities with other wall-bounded flows are discussed.},
  author       = {Avila, Marc and Barkley, Dwight and Hof, Björn},
  issn         = {0066-4189},
  journal      = {Annual Review of Fluid Mechanics},
  pages        = {575--602},
  publisher    = {Annual Reviews},
  title        = {{Transition to turbulence in pipe flow}},
  doi          = {10.1146/annurev-fluid-120720-025957},
  volume       = {55},
  year         = {2023},
}

@article{12683,
  abstract     = {We study the eigenvalue trajectories of a time dependent matrix Gt=H+itvv∗ for t≥0, where H is an N×N Hermitian random matrix and v is a unit vector. In particular, we establish that with high probability, an outlier can be distinguished at all times t>1+N−1/3+ϵ, for any ϵ>0. The study of this natural process combines elements of Hermitian and non-Hermitian analysis, and illustrates some aspects of the intrinsic instability of (even weakly) non-Hermitian matrices.},
  author       = {Dubach, Guillaume and Erdös, László},
  issn         = {1083-589X},
  journal      = {Electronic Communications in Probability},
  pages        = {1--13},
  publisher    = {Institute of Mathematical Statistics},
  title        = {{Dynamics of a rank-one perturbation of a Hermitian matrix}},
  doi          = {10.1214/23-ECP516},
  volume       = {28},
  year         = {2023},
}

@misc{12693,
  abstract     = {See Readme File for further information.},
  author       = {Cremer, Sylvia},
  publisher    = {Institute of Science and Technology Austria},
  title        = {{Source data for Metzler et al, 2023: Trade-offs between immunity and competitive ability in fighting ant males }},
  doi          = {10.15479/AT:ISTA:12693},
  year         = {2023},
}

@article{12696,
  abstract     = {Background: Fighting disease while fighting rivals exposes males to constraints and tradeoffs during male-male competition. We here tested how both the stage and intensity of infection with the fungal pathogen Metarhizium robertsii interfered with fighting success in Cardiocondyla obscurior ant males. Males of this species have evolved long lifespans during which they can gain many matings with the young queens of the colony, if successful in male-male competition. Since male fights occur inside the colony, the outcome of male-male competition can further be biased by interference of the colony’s worker force.
Results: We found that severe, but not yet mild, infection strongly impaired male fighting success. In late-stage infection, this could be attributed to worker aggression directed towards the infected rather than the healthy male and an already very high male morbidity even in the absence of fighting. Shortly after pathogen exposure, however, male mortality was particularly increased during combat. Since these males mounted a strong immune response, their reduced fighting success suggests a trade-off between immune investment and competitive ability already early in the infection. Even if the males themselves showed no difference in the number of attacks they raised against their healthy rivals across infection stages and levels, severely infected males were thus losing in male-male competition from an early stage of infection on.
Conclusions: Males of the ant C. obscurior have evolved high immune investment, triggering an effective immune response very fast after fungal exposure. This allows them to cope with mild pathogen exposures without cost to their success in male-male competition, and hence to gain multiple mating opportunities with the emerging virgin queens of the colony. Under severe infection, however, they are weak fighters and rarely survive a combat already at early infection when raising an immune response, as well as at progressed infection, when they are morbid and preferentially targeted by worker aggression. Workers thereby remove males that pose a future disease threat by biasing male-male competition. Our study thus revealed a novel social immunity mechanism how social insect workers protect the colony against disease risk.},
  author       = {Metzler, Sina and Kirchner, Jessica and Grasse, Anna V and Cremer, Sylvia},
  issn         = {2730-7182},
  journal      = {BMC Ecology and Evolution},
  publisher    = {Springer Nature},
  title        = {{Trade-offs between immunity and competitive ability in fighting ant males}},
  doi          = {10.1186/s12862-023-02137-7},
  volume       = {23},
  year         = {2023},
}

@article{12697,
  abstract     = {Models for same-material contact electrification in granular media often rely on a local charge-driving parameter whose spatial variations lead to a stochastic origin for charge exchange. Measuring the charge transfer from individual granular spheres after contacts with substrates of the same material, we find instead a “global” charging behavior, coherent over the sample’s whole surface. Cleaning and baking samples fully resets charging magnitude and direction, which indicates the underlying global parameter is not intrinsic to the material, but acquired from its history. Charging behavior is randomly and irreversibly affected by changes in relative humidity, hinting at a mechanism where adsorbates, in particular, water, are fundamental to the charge-transfer process.},
  author       = {Grosjean, Galien M and Waitukaitis, Scott R},
  issn         = {1079-7114},
  journal      = {Physical Review Letters},
  keywords     = {General Physics, Electrostatics, Triboelectricity, Soft Matter, Acoustic Levitation, Granular Materials},
  number       = {9},
  publisher    = {American Physical Society},
  title        = {{Single-collision statistics reveal a global mechanism driven by sample history for contact electrification in granular media}},
  doi          = {10.1103/physrevlett.130.098202},
  volume       = {130},
  year         = {2023},
}

@article{12702,
  abstract     = {Hydrocarbon mixtures are extremely abundant in the Universe, and diamond formation from them can play a crucial role in shaping the interior structure and evolution of planets. With first-principles accuracy, we first estimate the melting line of diamond, and then reveal the nature of chemical bonding in hydrocarbons at extreme conditions. We finally establish the pressure-temperature phase boundary where it is thermodynamically possible for diamond to form from hydrocarbon mixtures with different atomic fractions of carbon. Notably, here we show a depletion zone at pressures above 200 GPa and temperatures below 3000 K-3500 K where diamond formation is thermodynamically favorable regardless of the carbon atomic fraction, due to a phase separation mechanism. The cooler condition of the interior of Neptune compared to Uranus means that the former is much more likely to contain the depletion zone. Our findings can help explain the dichotomy of the two ice giants manifested by the low luminosity of Uranus, and lead to a better understanding of (exo-)planetary formation and evolution.},
  author       = {Cheng, Bingqing and Hamel, Sebastien and Bethkenhagen, Mandy},
  issn         = {2041-1723},
  journal      = {Nature Communications},
  publisher    = {Springer Nature},
  title        = {{Thermodynamics of diamond formation from hydrocarbon mixtures in planets}},
  doi          = {10.1038/s41467-023-36841-1},
  volume       = {14},
  year         = {2023},
}

@article{12704,
  abstract     = {Adversarial training (i.e., training on adversarially perturbed input data) is a well-studied method for making neural networks robust to potential adversarial attacks during inference. However, the improved robustness does not come for free but rather is accompanied by a decrease in overall model accuracy and performance. Recent work has shown that, in practical robot learning applications, the effects of adversarial training do not pose a fair trade-off but inflict a net loss when measured in holistic robot performance. This work revisits the robustness-accuracy trade-off in robot learning by systematically analyzing if recent advances in robust training methods and theory in conjunction with adversarial robot learning, are capable of making adversarial training suitable for real-world robot applications. We evaluate three different robot learning tasks ranging from autonomous driving in a high-fidelity environment amenable to sim-to-real deployment to mobile robot navigation and gesture recognition. Our results demonstrate that, while these techniques make incremental improvements on the trade-off on a relative scale, the negative impact on the nominal accuracy caused by adversarial training still outweighs the improved robustness by an order of magnitude. We conclude that although progress is happening, further advances in robust learning methods are necessary before they can benefit robot learning tasks in practice.},
  author       = {Lechner, Mathias and Amini, Alexander and Rus, Daniela and Henzinger, Thomas A},
  issn         = {2377-3766},
  journal      = {IEEE Robotics and Automation Letters},
  number       = {3},
  pages        = {1595--1602},
  publisher    = {Institute of Electrical and Electronics Engineers},
  title        = {{Revisiting the adversarial robustness-accuracy tradeoff in robot learning}},
  doi          = {10.1109/LRA.2023.3240930},
  volume       = {8},
  year         = {2023},
}

@article{12705,
  abstract     = {The elasticity of disordered and polydisperse polymer networks is a fundamental problem of soft matter physics that is still open. Here, we self-assemble polymer networks via simulations of a mixture of bivalent and tri- or tetravalent patchy particles, which result in an exponential strand length distribution analogous to that of experimental randomly cross-linked systems. After assembly, the network connectivity and topology are frozen and the resulting system is characterized. We find that the fractal structure of the network depends on the number density at which the assembly has been carried out, but that systems with the same mean valence and same assembly density have the same structural properties. Moreover, we compute the long-time limit of the mean-squared displacement, also known as the (squared) localization length, of the cross-links and of the middle monomers of the strands, showing that the dynamics of long strands is well described by the tube model. Finally, we find a relation connecting these two localization lengths at high density and connect the cross-link localization length to the shear modulus of the system.},
  author       = {Sorichetti, Valerio and Ninarello, Andrea and Ruiz-Franco, José and Hugouvieux, Virginie and Zaccarelli, Emanuela and Micheletti, Cristian and Kob, Walter and Rovigatti, Lorenzo},
  issn         = {1089-7690},
  journal      = {Journal of Chemical Physics},
  number       = {7},
  publisher    = {American Institute of Physics},
  title        = {{Structure and elasticity of model disordered, polydisperse, and defect-free polymer networks}},
  doi          = {10.1063/5.0134271},
  volume       = {158},
  year         = {2023},
}

