Publications:
Department for Computational Neuroscience
Journal Article (31)
1.
Journal Article
9 (12), 211800 (2022)
A space of goals: the cognitive geometry of informationally bounded agents. Royal Society Open Science 2.
Journal Article
52 (16), pp. 3948 - 3956 (2022)
A Comparison of "Pruning" During Multi-Step Planning in Depressed and Healthy Individuals. Psychological Medicine 3.
Journal Article
47 (13), pp. 2205 - 2212 (2022)
Regulation of social hierarchy learning by serotonin transporter availability. Neuropsychopharmacology 4.
Journal Article
4 (12), pp. 770 - 784 (2022)
Tackling the subsampling problem to infer collective properties from limited data. Nature Reviews Physics 5.
Journal Article
25 (12), 105680 (2022)
Rich dynamics and functional organization on topographically designed neuronal networks in vitro. iScience 6.
Journal Article
129 (6), pp. 1319 - 1337 (2022)
A computational model of aesthetic value. Psychological Review 7.
Journal Article
4, L042027 (2022)
The excitatory-inhibitory branching process: a parsimonious view of cortical asynchronous states, excitability, and criticality. Physical Review Research 8.
Journal Article
18 (11), e1009866 (2022)
Tracking human skill learning with a hierarchical Bayesian sequence model. PLoS Computational Biology 9.
Journal Article
28 (4), pp. 458 - 478 (2022)
When to Be Critical? Performance and Evolvability in Different Regimes of Neural Ising Agents. Artificial Life 10.
Journal Article
119 (40), e2120581119 (2022)
Divisive normalization is an efficient code for multivariate Pareto-distributed environments. Proceedings of the National Academy of Sciences of the United States of America 11.
Journal Article
18 (10), e1010642 (2022)
Vigilance, arousal, and acetylcholine: Optimal control of attention in a simple detection task. PLoS Computational Biology 12.
Journal Article
110 (19), pp. 3076 - 3090 (2022)
Multistability, perceptual value, and internal foraging. Neuron 13.
Journal Article
23 (9), pp. 568 - 580 (2022)
Freezing revisited: coordinated autonomic and central optimization of threat coping. Nature Reviews Neuroscience 14.
Journal Article
18 (9), e1009920 (2022)
Interactions between attributions and beliefs at trial-by-trial level: Evidence from a novel computer game task. PLoS Computational Biology 15.
Journal Article
155, pp. 251 - 263 (2022)
Increased persuadability and credulity in people with corpus callosum dysgenesis. Cortex 16.
Journal Article
225, 105098 (2022)
Knowing me, knowing you: Interpersonal similarity improves predictive accuracy and reduces attributions of harmful intent. Cognition 17.
Journal Article
: Explicit knowledge of task structure is a primary determinant of human model-based action. Nature Human Behaviour 6 (8), pp. 1126 - 1141 (2022)
18.
Journal Article
18 (8), e1010316 (2022)
The pursuit of happiness: A reinforcement learning perspective on habituation and comparisons. PLoS Computational Biology 19.
Journal Article
18 (8), e1010176 (2022)
Biased belief priors versus biased belief updating: Differential correlates of depression and anxiety. PLoS Computational Biology 20.
Journal Article
45 (8), pp. 579 - 593 (2022)
Neurofeedback through the lens of reinforcement learning. Trends in Neurosciences 21.
Journal Article
119 (27), e2203613119 (2022)
Reply to Zhen and Yu: Cognitive control as questionable proxy for deliberation in honest behaviors. Proceedings of the National Academy of Sciences of the United States of America 22.
Journal Article
380 (2227), 20200424 (2022)
The broad edge of synchronization: Griffiths effects and collective phenomena in brain networks. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 23.
Journal Article
12 (1), 10220 (2022)
Influences of social uncertainty and serotonin on gambling decisions. Scientific Reports 24.
Journal Article
13 (3), 39 (2022)
A Model of Trust. Games 25.
Journal Article
221, 104984 (2022)
When unsupervised training benefits category learning. Cognition 26.
Journal Article
39 (3), 110708 (2022)
Spatial preferences account for inter-animal variability during the continual learning of a dynamic cognitive task. Cell Reports 27.
Journal Article
106 (2022)
Peril, Prudence and Planning as Risk, Avoidance and Worry. Journal of Mathematical Psychology 28.
Journal Article
6 (1), pp. 8 - 33 (2022)
The Computational and Neural Substrates of Ambiguity Avoidance in Anxiety. Computational Psychiatry 29.
Journal Article
18 (1) (2022)
Optimism and Pessimism in Optimised Replay. PLoS Computational Biology 30.
Journal Article
6 (1), 3 (2022)
What Happens in Your Brain When You Walk Down the Street? Implications of Architectural Proportions, Biophilia, and Fractal Geometry for Urban Science. Urban Science 31.
Journal Article
20 (1), e3001476 (2022)
“Liking” as an early and editable draft of long-run affective value. PLoS Biology Book Chapter (2)
32.
Book Chapter
Top-down processes in art experience. In: The Routledge International Handbook of Neuroaesthetics, 25, pp. 461 - 474 (Eds. Skov, M.; Nadal, M.). Routledge, London, UK (2022)
33.
Book Chapter
Trust and Learning. In: The Neurobiology of Trust, 8, pp. 185 - 220 (Ed. Krueger, F.). Cambridge University Press, Cambridge, UK (2022)
Conference Paper (8)
34.
Conference Paper
A (dis-)information theory of revealed and unrevealed preferences. In: Information-Theoretic Principles in Cognitive Systems: Workshop at the 36th Conference on Neural Information Processing Systems (NeurIPS 2022). NeurIPS 2022 Workshop on Information-Theoretic Principles in Cognitive Systems, New Orleans, LA, USA, December 03, 2022. (2022)
35.
Conference Paper
Understanding Learning Trajectories With Infinite Hidden Markov Models. In: 2022 Conference on Cognitive Computational Neuroscience, P-1.19, pp. 64 - 66. Conference on Cognitive Computational Neuroscience (CCN 2022), San Francisco, CA, USA, August 25, 2022 - August 28, 2022. (2022)
36.
Conference Paper
Jegelka, S.; Song, L.; Szepesvari, C.; Niu, G. et al.). Thirty-ninth International Conference on Machine Learning (ICML 2022), Baltimore, MD, USA, July 17, 2022 - July 23, 2022. (2022)
Neural Network Poisson Models for Behavioural and Neural Spike Train Data. In: International Conference on Machine Learning, 17-23 July 2022, Baltimore, Maryland, USA, pp. 10974 - 10996 (Eds. Chaudhuri, K.; 37.
Conference Paper
Representation learning facilitates different levels of generalization. In: 2022 Conference on Cognitive Computational Neuroscience, P-2.66, pp. 460 - 462. Conference on Cognitive Computational Neuroscience (CCN 2022), San Francisco, CA, USA, August 25, 2022 - August 28, 2022. (2022)
38.
Conference Paper
Teaching categories to human semi-supervised learners. In: 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), 2.8, pp. 122 - 125. 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), Providence, RI, USA, June 08, 2022 - June 11, 2022. (2022)
39.
Conference Paper
Two steps to risk sensitivity. In: Advances in Neural Information Processing Systems 34: 35th Conference on Neural Information Processing Systems (NeurIPS 2021), pp. 22209 - 22220 (Eds. Ranzato, M.; Beygelzimer, A.; Liang, P.; Vaughan, J.; Dauphin, Y.). Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021), December 06, 2021 - December 14, 2021. Curran, Red Hook, NY, USA (2022)
40.
Conference Paper
Modeling the mind of a predator: Interactive cognitive maps enable avoidance of dynamic threats. In: 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), 1.49, pp. 32 - 33. 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), Providence, RI, USA, June 08, 2022 - June 11, 2022. (2022)
41.
Conference Paper
Learning Structure from the Ground up: Hierarchical Representation Learning by Chunking. In: Tenth International Conference on Learning Representations (ICLR 2022). Tenth International Conference on Learning Representations (ICLR 2022), April 25, 2022 - April 29, 2022. (2022)
Meeting Abstract (6)
42.
Meeting Abstract
Neurocog.js; A new tool for running cognitive experiments in both lab and online environments. In 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), 164.24. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, CA, USA, November 12, 2022 - November 16, 2022. (2022)
43.
Meeting Abstract
Trading off subjective values and social expectations for interpersonal trust. In 15th Biannual Conference of the German Society for Cognitive Science (KogWis 2022), p. 144. 15th Biannual Conference of the German Society for Cognitive Science (KogWis 2022), Freiburg (Breisgau), Germany, September 05, 2022 - September 07, 2022. (2022)
44.
Meeting Abstract
When judging beauty, order matters only if the stimuli are homogeneous. In The Visual Science of Art Conference (VSAC 2022). The Visual Science of Art Conference (VSAC 2022), Amsterdam, The Netherlands, August 24, 2022 - August 27, 2022. (2022)
45.
Meeting Abstract
The excitatory-inhibitory branching process: a parsimonious view of cor- tical asynchronous states, excitability, and criticality. In II Conference of the Italian Society of Statistical Physics (SIFS 2022), XXVI National Conference of Statistical Physics and Complex Systems. II Conference of the Italian Society of Statistical Physics (SIFS 2022), XXVI National Conference of Statistical Physics and Complex Systems, Parma, Italy, June 20, 2022 - June 22, 2022. (2022)
46.
Meeting Abstract
56 (Supplement 1), S2E1.1, pp. 35 - 36. 15th FELASA Congress 2022, Marseille, France, June 13, 2022 - June 16, 2022. Laboratory Animals Ltd., London (2022)
Anishare: An Open-Source Software to Improve the Use of Surplus Laboratory Animals and Organs. In Laboratory Animals, 47.
Meeting Abstract
A computational model predicts individual aesthetic judgments. In 64th Conference of Experimental Psychologists: TeaP 2022, pp. 37 - 38 (Eds. Malejka, S.; Barth, M.; Haider, H.; Stahl, C.). 64th Conference of Experimental Psychologists (TeaP 2022): Tagung experimentell arbeitender Psycholog:innen, Köln, Germany, March 20, 2022 - March 23, 2022. Pabst, Lengerich, Germany (2022)
Talk (17)
48.
Talk
"‘Liking" as shaping, "‘wanting" as reinforcing. Swedish Basal Ganglia Society: Webinar Reinforcement Learning (2022)
49.
Talk
Risking your tail: curiosity, danger and exploration. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, Ca, USA (2022)
50.
Talk
Replay and preplay in planning and exploration. Washington University School of Medicine: Department of Neuroscience, St. Louis, MO, USA (2022)
51.
Talk
A computational model of sensory valuation. Max Planck Institute for Empirical Aesthetics , Frankfurt a.M., Germany (2022)
52.
Talk
The intrinsic reward of sensory experiences. Annual Meeting of the Society for NeuroEconomics (SNE 2022), Arlington, VA, USA (2022)
53.
Talk
The pursuit of happiness: A reinforcement learning perspective on habituation and comparisons. Annual Meeting of the Society for NeuroEconomics (SNE 2022), Arlington, VA, USA (2022)
54.
Talk
Boredom in aesthetic experiences. The Third International Symposium on the Mathematics of Neuroscience (Neuromonster 2022), Heraklion, Greece (2022)
55.
Talk
Is pleasure enough? 2022 Biennial Congress of the International Association of Empirical Aesthetics (IAEA 2022), Philadelphia, PA, USA (2022)
56.
Talk
Learning from scratch: Non-parametric models of task acquisition over the long run. The Third International Symposium on the Mathematics of Neuroscience (Neuromonster 2022), Heraklion, Greece (2022)
57.
Talk
Generative and discriminative reinforcement learning as model-based and model-free control. Second International Conference on Error-Driven Learning in Language
(EDLL 2022), Tübingen, Germany (2022)
58.
Talk
Active sensing with artificial neural networks. Freie Universität, Department of Education and Psychology,
Center for Cognitive Neuroscience Berlin, Berlin, Germany (2022)
59.
Talk
Replay and preplay in planning in humans. Talking Science 2022, München, Germany (2022)
60.
Talk
Risk-sensitive planning and sampling in simple and complex generative models. 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022) Workshop, Providence, RI, USA (2022)
61.
Talk
A feature-based computational account of individual and sequential variability in aesthetics. Eberhard-Karls-Universität, Mathematisch-Naturwissenschaftliche Fakultät, Fachbereich Psychologie
, Tübingen, Germany (2022)
62.
Talk
Peril, Prudence and Planning as Risk, Avoidance and Worry. Institute for Applied Computational Science, Harvard University, Cambridge, MA, USA (2022)
63.
Talk
The locus coeruleus saliency signaling affects sensory perception by increasing arousal. IGSN / SFB 874 Conference: Sensory Encoding And The Emergence Of Memory , Bochum, Germany (2022)
64.
Talk
Synchronization transitions and brain criticality. Young Seminars SIFS: Società Italiana di Fisica Statistics, Roma, Italy (2022)
Poster (35)
65.
Poster
Is pupil-linked arousal a marker of model violation but not model update? 44th European Conference on Visual Perception (ECVP 2022), 44th European Conference on Visual Perception (ECVP 2022) (2022)
66.
Poster
Bridging the divide: elucidating the social and cognitive impact of Corpus Callosum Dysgenesis. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, Ca, USA (2022)
67.
Poster
Pupil-Linked Arousal is Sensitive to Model Reset but not Model Update. 63rd Annual Meeting of the Psychonomic Society (PS 2022), Boston, MA, USA (2022)
68.
Poster
: International Brain Laboratory brainwide analysis: decoding of task and behavioral variables from populations of neurons. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, Ca, USA (2022)
69.
Poster
Comparison of neuromodulator signaling in a visual decision-making task. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, CA, USA (2022)
70.
Poster
: Encoding models reveal brain-wide signaling of motor activity and reward delivery. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, Ca, USA (2022)
71.
Poster
: Distributed neural representations of prior information in mouse decision-making. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, Ca, USA (2022)
72.
Poster
Effects of Threat Imminence on Learning Under Uncertainty. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, CA, USA (2022)
73.
Poster
: Single-cell correlates of sensory, cognitive, and motor variables across the brain. 51st Annual Meeting of the Society for Neuroscience (Neuroscience 2022), San Diego, Ca, USA (2022)
74.
Poster
Computational mechanisms underlying learning and recalling of trustworthy partners. Annual Meeting of the Society for NeuroEconomics (SNE 2022), Arlington, VA, USA (2022)
75.
Poster
Fear and anxiety influences on probabilistic learning: A pilot online study and computational modeling. 23rd Conference of Junior Neuroscientists (NeNa 2022), Bad Urach, Germany (2022)
76.
Poster
Dopamine-Revealed Preference and Beliefs over Resolving Uncertainty. Annual Meeting of the Society for NeuroEconomics (SNE 2022), Arlington, VA, USA (2022)
77.
Poster
Neurally Revealed Preference and Beliefs over Resolving Uncertainty. Annual Meeting of the Society for NeuroEconomics (SNE 2023), Vancouver, BC, Canada (2022)
78.
Poster
Tracking human skill learning with a hierarchical Bayesian sequence model. 23rd Conference of Junior Neuroscientists (NeNa 2022), Bad Urach, Germany (2022)
79.
Poster
Quantifying a task-invariant Bayesian prior for active avoidance: A pilot study. Annual Meeting of the Society for NeuroEconomics (SNE 2023), Vancouver, BC, Canada (2022)
80.
Poster
Choosing Well: Testing the Efficiency of Neural Value Coding. Annual Meeting of the Society for NeuroEconomics (SNE 2022), Arlington, VA, USA (2022)
81.
Poster
The excitatory-inhibitory branching process: a parsimonious view of cortical asynchronous states, excitability, and criticality. Bernstein Conference 2022, Berlin, Germany (2022)
82.
Poster
The topology of E/I recurrent networks regulates their ability to learn the dynamics of chaotic attractors. Bernstein Conference 2022, Berlin, Germany (2022)
83.
Poster
Cellular automata for efficient large-scale simulations of spiking networks. Bernstein Conference 2022, Berlin, Germany (2022)
84.
Poster
Toward a decision-theoretic model of perceptual multistability. Bernstein Conference 2022, Berlin, Germany (2022)
85.
Poster
: Modular architecture facilitates noise-driven control of synchrony in neuronal networks. Fifth Third Infinity Conference 2022: Biennial International Conference on the Physics of Biological and Complex Systems
, Göttingen, Germany (2022)
86.
Poster
Dynamical regimes of network bursting in vitro. Bernstein Conference 2022, Berlin, Germany (2022)
87.
Poster
: Modular architecture facilitates noise-driven control of synchrony in neuronal networks. Bernstein Conference 2022, Berlin, Germany (2022)
88.
Poster
Spatial complexity and intricacy predict subjective complexity. The Visual Science of Art Conference (VSAC 2022), Amsterdam, The Netherlands (2022)
89.
Poster
Differential neurobehavioral signatures of reward learning in obesity and binge eating disorder. 29th Annual Meeting of the Society for the Study of Ingestive Behavior (SSIB 2022), Porto, Portugal (2022)
90.
Poster
: Where did my Cheese Move? Behavioural and Hippocampal Traces of Uncertainties Induced by Changes in Reward Distributions. FENS Forum 2022, Paris, France (2022)
91.
Poster
Sweeping Improvements to Exploration. 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), Providence, RI, USA (2022)
92.
Poster
On the forking paths of exactitude. 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), Providence, RI, USA (2022)
93.
Poster
Anxiety Associated with Perceived Lack of Control Over Stress During the COVID-19 Pandemic Impairs Reward Learning. 2022 Annual Scientific Convention and Meeting of the Society of Biological Psychiatry (SOBP 2022), New Orleans, LA, USA (2022)
94.
Poster
Hierarchically structured representations facilitate visual understanding. 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), Providence, RI, USA (2022)
95.
Poster
The Cognitive and Neural Impact of Uncontrollable Stress on Reward-Learning. 2022 Annual Scientific Convention and Meeting of the Society of Biological Psychiatry (SOBP 2022), New Orleans, LA, USA (2022)
96.
Poster
Fast ACh signals and the optimal control of attention in a detection task. Computational and Systems Neuroscience Meeting (COSYNE 2022), Lisboa, Portugal (2022)
97.
Poster
Tracking human skill learning with a hierarchical Bayesian sequence model. Computational and Systems Neuroscience Meeting (COSYNE 2022), Lisboa, Portugal (2022)
98.
Poster
Automatic Task Decomposition using Compositional Reinforcement Learning. Computational and Systems Neuroscience Meeting (COSYNE 2022), Lisboa, Portugal (2022)
99.
Poster
Investigating pupil-linked arousal to complex and statistically uncertain auditory patterns. 64th Conference of Experimental Psychologists (TeaP 2022): Tagung experimentell arbeitender Psycholog:innen, Köln, Germany (2022)