Publications:
Department for Computational Neuroscience
Journal Article (36)
1.
Journal Article
109 (1), pp. 149 - 163 (2021)
The Anterior Cingulate Cortex Predicts Future States to Mediate Model-Based Action Selection. Neuron 2.
Journal Article
Epub ahead (2021)
Control over patch encounters changes foraging behaviour. iScience 3.
Journal Article
118 (4), pp. 1 - 12 (2021)
Human subjects exploit a cognitive map for credit assignment. Proceedings of the National Academy of Sciences of the United States of America 4.
Journal Article
17 (1), pp. 1 - 27 (2021)
Dissecting the links between reward and loss, decision-making, and self-reported affect using a computational approach. PLoS Computational Biology 5.
Journal Article
Epub ahead (2020)
Correction to: The pleasure of multiple images. Attention, Perception & Psychophysics 6.
Journal Article
Epub ahead (2020)
Representing absence of evidence: why algorithms and representations matter in models of language and cognition. Language, Cognition and Neuroscience 7.
Journal Article
9, pp. 1 - 51 (2020)
Impaired adaptation of learning to contingency volatility in internalizing psychopathology. eLife 8.
Journal Article
23 (12), 101772, pp. 1 - 9 (2020)
Computational psychiatry for computers. iScience 9.
Journal Article
117 (49), pp. 31527 - 31534 (2020)
Dogmatism manifests in lowered information search under uncertainty. Proceedings of the National Academy of Sciences of the United States of America 10.
Journal Article
118, pp. 186 - 195 (2020)
Neural signatures of prosocial behaviors. Neuroscience and Biobehavioral Reviews 11.
Journal Article
Epub ahead (2020)
The pleasure of multiple images. Attention, Perception & Psychophysics 12.
Journal Article
30 (21), pp. R1289 - R1290 (2020)
Learning rules. Current Biology 13.
Journal Article
117 (46), 202016921, pp. 29221 - 29228 (2020)
Adversarial vulnerabilities of human decision-making. Proceedings of the National Academy of Sciences of the United States of America 14.
Journal Article
10 (1), 18595, pp. 1 - 9 (2020)
Positive attitudes and negative expectations in lonely individuals. Scientific Reports 15.
Journal Article
40 (38), pp. 7311 - 7317 (2020)
Memory Alone Does Not Account for the Way Rats Learn a Simple Spatial Alternation Task. The Journal of Neuroscience 16.
Journal Article
10 (1), 11839, pp. 1 - 14 (2020)
Reward and punisher experience alter rodent decision-making in a judgement bias task. Scientific Reports 17.
Journal Article
113, pp. 426 - 439 (2020)
The Emerging Neuroscience of Social Punishment: Meta-Analytic Evidence. Neuroscience and Biobehavioral Reviews 18.
Journal Article
237 (6), pp. 1671 - 1680 (2020)
Effects of a dopamine agonist on trusting behaviors in females. Psychopharmacology 19.
Journal Article
43, e126 (2020)
Representation, abstraction, and simple-minded sophisticates. Behavioral and Brain Sciences 20.
Journal Article
9, e56911, pp. 1 - 23 (2020)
The roles of online and offline replay in planning. eLife 21.
Journal Article
6 (25), eaba3828, pp. 1 - 16 (2020)
The Value of What's to Come: Neural Mechanisms Coupling Prediction Error and the Utility of Anticipation. Science Advances 22.
Journal Article
14, 176, pp. 1 - 6 (2020)
The Critical Role of the Right Dorsal and Ventral Anterior Insula in Reciprocity: Evidence From the Trust and Ultimatum Games. Frontiers in Human Neuroscience 23.
Journal Article
24 (3), pp. 228 - 241 (2020)
Space, Time, and Fear: Survival Computations along Defensive Circuits. Trends in Cognitive Sciences 24.
Journal Article
4 (2), pp. 201 - 214 (2020)
Dissociating neural learning signals in human sign- and goal-trackers. Nature Human Behaviour 25.
Journal Article
117 (6), pp. 3291 - 3300 (2020)
Uncertainty in learning, choice and visual fixation. Proceedings of the National Academy of Sciences of the United States of America 26.
Journal Article
43 (12), pp. 1 - 43 (2019)
Why Higher Working Memory Capacity May Help You Learn: Sampling, Search, and Degrees of Approximation. Cognitive Science 27.
Journal Article
15 (10), pp. 1 - 21 (2019)
A computational account of threat-related attentional bias. PLoS Computational Biology 28.
Journal Article
10, 4030, pp. 1 - 16 (2019)
Pupil-linked phasic arousal evoked by violation but not emergence of regularity within rapid sound sequences. Nature Communications 29.
Journal Article
31 (8), pp. 1227 - 1247 (2019)
Prefrontal Dynamics Associated with Efficient Detours and Shortcuts: A Combined Functional Magnetic Resonance Imaging and Magnetoencenphalography Study. Journal of Cognitive Neuroscience 30.
Journal Article
Humans Use Forward Thinking to Exert Social Control. Neuron (accepted)
31.
Journal Article
286 (1908), 20191016, pp. 1 - 9 (2019)
Backtracking during navigation is correlated with enhanced anterior cingulate activity and suppression of alpha oscillations and the "default-mode" network. Proceedings of the Royal Society B: Biological Sciences 32.
Journal Article
15 (6), pp. 1 - 20 (2019)
Learning to use past evidence in a sophisticated world model. PLoS Computational Biology 33.
Journal Article
16 (6), pp. 1 - 33 (2019)
Models that learn how humans learn: The case of decision-making and its disorders. PLoS Computational Biology 34.
Journal Article
10 (1), 1141, pp. 1 - 11 (2019)
Forming global estimates of self-performance from local confidence. Nature Communications 35.
Journal Article
10, 750, pp. 1 - 14 (2019)
Retrospective model-based inference guides model-free credit assignment. Nature Communications 36.
Journal Article
14 (12), pp. 1 - 26 (2018)
Change, stability, and instability in the Pavlovian guidance of behaviour from adolescence to young adulthood. PLoS Computational Biology Book Chapter (2)
37.
Book Chapter
How to Annotate and Submit a Short Linear Motif to the Eukaryotic Linear Motif Resource. In: Intrinsically Disordered Proteins: Methods and Protocols, pp. 73 - 102 (Eds. Kragelund, B.; Skriver, K.). Humana, New York, NY, USA (2020)
38.
Book Chapter
5: Methodology, 4. Ed., pp. 1 - 40 (Eds. Wixted, J.; Wagenmakers, E.-J.). Wiley, Hoboken, NJ, USA (2018)
Models and Methods for Reinforcement Learning. In: Stevens' Handbook of Experimental Psychology and Cognitive Neuroscience, Vol. Conference Paper (9)
39.
Conference Paper
Learning under uncertainty changes during adolescence. In: 42nd Annual Meeting of the Cognitive Science Society (CogSci 2020): 5Developing a Mind: Learning in Humans, Animals, and Machines, pp. 716 - 722 (Eds. Denison, S.; Mack, M.; Xu, Y.; Armstrong, B.). 42nd Annual Virtual Meeting of the Cognitive Science Society (CogSci 2020), Toronto, Canada, July 29, 2020 - August 01, 2020. Curran, Red Hook, NY, USA (2020)
40.
Conference Paper
A local temporal difference code for distributional reinforcement learning. In: Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS 2020). Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS 2020), December 07, 2020 - December 12, 2020. (accepted)
41.
Conference Paper
Correcting Experience Replay for Multi-Agent Communication. In: Ninth International Conference on Learning Representations (ICLR 2021). Ninth International Conference on Learning Representations (ICLR 2021), Vienna, Austria, May 04, 2021 - May 08, 2021. (submitted)
42.
Conference Paper
124, 26, pp. 31 - 40 (2020)
Static and Dynamic Values of Computation in MCTS. 36th Conference on Uncertainty in Artificial Intelligence (UAI 2020), August 03, 2020 - August 06, 2020. Proceedings of Machine Learning Research (PMLR) 43.
Conference Paper
88 (2), pp. e5 - e10 (2020)
Realizing the Clinical Potential of Computational Psychiatry: Report from the Banbury Center Meeting, February 2019. Banbury Center Meeting 2019, Huntington, NY, USA, 2019-02. Biological Psychiatry 44.
Conference Paper
Disentangled behavioural representations. In: Advances in Neural Information Processing Systems 32, pp. 2243 - 2252 (Eds. Wallach, H.; Larochelle, H.; Beygelzimer , A.; d'Alché-Buc, F.; Fox, E. et al.). Thirty-third Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada, December 09, 2019 - December 13, 2019. Curran, Red Hook, NY, USA (2020)
45.
Conference Paper
How do people learn how to plan? In: Conference on Cognitive Computational Neuroscience (CCN 2019), PS-2A.70, pp. 826 - 829. Conference on Cognitive Computational Neuroscience (CCN 2019), Berlin, Germany, September 13, 2019 - September 16, 2019. (2019)
46.
Conference Paper
Feudal Multi-Agent Hierarchies for Cooperative Reinforcement Learning. In: Annual Conference of the American Library Association (ALA 2019), 5, pp. 1 - 5. Annual Conference of the American Library Association (ALA 2019) , Washington, DC, USA, June 20, 2019 - June 25, 2019. (2019)
47.
Conference Paper
Feudal Multi-Agent Hierarchies for Cooperative Reinforcement Learning. In: Workshop on Structure & Priors in Reinforcement Learning (SPiRL 2019) at ICLR 2019, pp. 1 - 11. Workshop on Structure & Priors in Reinforcement Learning (SPiRL 2019) at ICLR 2019, New Orleans, LA, USA, May 06, 2019. (2019)
Meeting Abstract (6)
48.
Meeting Abstract
Impact beyond neuroscience (translational non-clinical). In FENS 2020 Virtual Forum, 1522. FENS 2020 Virtual Forum, Glasgow, UK, July 11, 2020 - July 15, 2020. (2020)
49.
Meeting Abstract
Forming global estimates of self-performance from local confidence. In 61st Conference of Experimental Psychologists: 61. TeaP 2019 (Tagung Experimentell Arbeitender PsychologInnen) (Ed. Lange-Küttner, C.). 61st Conference of Experimental Psychologists (TEAP 2019), London, UK, April 15, 2019 - April 17, 2019. Pabst, Lengerich, Germany (2020)
50.
Meeting Abstract
Anticipation, imagination and information seeking via mid-brain, hippocampal, and prefrontal interactions. In 49th Annual Meeting of the Society for Neuroscience (Neuroscience 2019), 018.12, pp. 103 - 104. 49th Annual Meeting of the Society for Neuroscience (Neuroscience 2019), Chicago, IL, USA, October 19, 2019 - October 23, 2019. (2019)
51.
Meeting Abstract
An automated and self-initiated judgement bias task based on natural investigative behaviour. In Applied Ethology 2019: Animal lives worth living: 53rd Congress of the International Society of Applied Ethology (ISAE 2019), p. 126 (Eds. Newberry, R.; Braastad, B.). 53rd Congress of the International Society of Applied Ethology (ISAE 2019), Bergen, Norway, August 05, 2019 - August 09, 2019. Wageningen Academic Publishers, Wageningen, The Netherlands (2019)
52.
Meeting Abstract
Investigating animal affect and welfare using computational modelling. In Applied Ethology 2019: Animal lives worth living: 53rd Congress of the International Society of Applied Ethology (ISAE 2019), p. 127 (Eds. Newberry, R.; Braastad, B.). 53rd Congress of the International Society of Applied Ethology (ISAE 2019), Bergen, Norway, August 05, 2019 - August 09, 2019. Wageningen Academic Publishers, Wageningen, The Netherlands (2019)
53.
Meeting Abstract
85 (10 Supplement), O8, p. S108. 74th Annual Meeting of the Society of Biological Psychiatry, Chicago, IL, USA, May 16, 2019 - May 18, 2019. Elsevier, New York (2019)
Computational Phenotyping in Borderline Personality Using a Role-Based Social Hierarchy Probe. In Biological Psychiatry, Talk (43)
54.
Talk
Peril, Prudence and Planning as Risk, Avoidance and Worry. Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands (2021)
55.
Talk
Peril, Prudence and Planning as Risk, Avoidance and Worry. The Fields Institute for Research in Mathematical Sciences: 2020-2021 Machine Learning Advances and Applications Seminar, Toronto, Canada (2021)
56.
Talk
Replay and Preplay in Human Planning. Jülich Forschungszentrum: Institute of Neuroscience and Medicine,
Computational and Systems Neuroscience (INM-6 / IAS-6), Jülich, Germany (2020)
57.
Talk
Version Control with Git & GitHub. EMBL Course: Computing Skills For Reproducible Research: Software Carpentry - Virtual (2020)
58.
Talk
Replay in Offline Planning. Pattern Recognition in Neuroimaging Summer School 2020 (PRNI), Wien, Austria (2020)
59.
Talk
Replay. 43th Annual Meeting of the Japan Neuroscience Society, Kobe, Japan (2020)
60.
Talk
Modelling and Manipulating Behaviour Using Recurrent Networks. Machine Learning in Science: Virtual Cluster Conference, Tübingen, Germany (2020)
61.
Talk
The Brain Debate. FENS 2020 Virtual Forum, Glasgow, UK (2020)
62.
Talk
Machine learning for Computational Neuroscience. Machine Learning Summer School (MLSS 2020), Tübingen, Germany (2020)
63.
Talk
All Models Are Wronged. Gordon Research Conference: Functions of the Basal Ganglia from Thought to Action
, Ventura, CA, USA (2020)
64.
Talk
Savouring and its Modulation by Prediction Errors. Departmental Colloquium Max Planck for Biological Cybernetics, Tübingen, Germany (2019)
65.
Talk
Introduction of Linear motifs. EMBO Practical Course: Computational analysis of protein-protein interactions in cell function and disease, Bangalore, India (2019)
66.
Talk
Linear motif biology and prediction, cooperativity in cellular signaling (I). EMBO Practical Course: Computational analysis of protein-protein interactions in cell function and disease, Bangalore, India (2019)
67.
Talk
Linear motif biology and prediction, cooperativity in cellular signaling (II). EMBO Practical Course: Computational analysis of protein-protein interactions in cell function and disease, Bangalore, India (2019)
68.
Talk
Using informal meetings for building local (bioinformatics) communities. EMBO Practical Course: Computational analysis of protein-protein interactions in cell function and disease, Bangalore, India (2019)
69.
Talk
Replay and Preplay in Human Planning. Université de Genève: C. Lüscher Synapses, Circuits and Behaviour in Addiction and Related Disorders, Genève, Switzerland (2019)
70.
Talk
Neural Reinforcement Learning. Humboldt Lecture Series at Tübingen University , Tübingen, Germany (2019)
71.
Talk
Savouring and its Modulation by Prediction Errors. Colloquium Cognitive Systems: Universität Ulm , Ulm, Germany (2019)
72.
Talk
Savouring and its Modulation by Prediction Errors. 17th Annual Meeting of the Society for NeuroEconomics (SNE 2019), Dublin, Ireland (2019)
73.
Talk
Theoretical Neuroscience: Decision Making and its Discontents. 49th Annual Meeting of the Society for Neuroscience (Neuroscience 2019) , Chicago, IL, USA (2019)
74.
Talk
Building Blocks of Python Programming. EMBL Course: Computing Skills For Reproducible Research: Software Carpentry, Heidelberg, Germany (2019)
75.
Talk
Building programs with Python I. EMBL Course: Computing Skills For Reproducible Research: Software Carpentry, Heidelberg, Germany (2019)
76.
Talk
Building programs with Python II. EMBL Course: Computing Skills For Reproducible Research: Software Carpentry, Heidelberg, Germany (2019)
77.
Talk
Using commandline git for version control. EMBL Course: Computing Skills For Reproducible Research: Software Carpentry, Heidelberg, Germany (2019)
78.
Talk
The cortical dynamics of integrative decision making. 6th ESI Systems Neuroscience Conference 2019: The recurrent cortex: feedback, dynamics, and dimensionality
, Frankfurt a.M., Germany (2019)
79.
Talk
Unsupervised Yearning. David Marr, 50 years on (Marr 2019) at Artificial & Biological Cognition 2019, Cambridge, UK (2019)
80.
Talk
Dysfunctional decision-making. Tübingen International Summer School (TISS 2019), Kloster Heiligkreuztal (2019)
81.
Talk
Functional decision-making. Tübingen International Summer School (TISS 2019), Kloster Heiligkreuztal (2019)
82.
Talk
Reinforcement learning. 2019 Computational Psychiatry Summer Course, New York, NY, USA (2019)
83.
Talk
Theoretical approaches to function and dysfunction. 2019 Computational Psychiatry Summer Course, New York, NY, USA (2019)
84.
Talk
Slothful serial: perilous parallel processing. Workshop Heuristics, Hacks and Habits: 41st Annual Meeting of the Cognitive Science Society (COGSCI 2019), Montréal, Canada (2019)
85.
Talk
Decision-making and some of its Discontents. 9th IMPRS NeuroCom Summer School in Cognitive Neuroscience , Leipzig, Germany (2019)
86.
Talk
Savouring and its Modulation by Prediction Errors. NEUREX Workshop: Neuroeconomics: Studying Decision Making in an Economic Context, Strasbourg, France (2019)
87.
Talk
Pavlovian-Instrumental Interactions in Active Avoidance: The Bark of Neutral Trials. Modulation of Neural Circuits and Behavior Gordon Research Conference: Neuromodulatory Mechanisms Underlying Flexible Brain Functions and Behavior
, Les Diablerets, Switzerland (2019)
88.
Talk
The Cortical Dynamics of Integrative Decision Making. University of Freiburg: Bernstein Seminar, Freiburg i.Br., Germany (2019)
89.
Talk
Learning in Natural Neural Systems. Eberhard-Karls-Universität Tübingen: Studium Generale: Maschinelles Lernen, Tübingen, Germany (2019)
90.
Talk
The long and the short of serotonergic stimulation: The learning rate for rewards. NeuroRetreat 2019: Max Planck Institute of Psychiatry, München, Germany (2019)
91.
Talk
The Good, The Bad, and Something Inbetween: Dopamine in Active Avoidance. Centro Champalimaud, Lisboa, Portugal (2019)
92.
Talk
The long and the short of 5-HT stimulation: optogenetic activation of dorsal raphe serotonergic neurons changes the learning rate for rewards. COSYNE 2019 Workshop: Advances and convergences in 5-HT research , Cascais, Portugal (2019)
93.
Talk
Neural Reinforcement Learning 3: The Self and the Other. Winter School on Quantitative Systems Biology: Learning and Artificial Intelligence, Trieste, Italy (2018)
94.
Talk
Neural Reinforcement Learning 2: Choice. Winter School on Quantitative Systems Biology: Learning and Artificial Intelligence, Trieste, Italy (2018)
95.
Talk
Neural Reinforcement Learning 1: Prediction. Winter School on Quantitative Systems Biology: Learning and Artificial Intelligence, Trieste, Italy (2018)
96.
Talk
The long and the short of serotonergic stimulation: Selective effects on the learning rate of rewards. InstitutsSeminar Neurobiologie: Institute of Neurobiology, Eberhard-Karls Universität Tübingen, Tübingen, Germany (2018)
Poster (12)
97.
Poster
A Local Temporal Difference Code for Distributional Reinforcement Learning. Computational and Systems Neuroscience Meeting (COSYNE 2021) (2021)
98.
Poster
Temporal discounting and male depression. Kongress der Deutschen Gesellschaft für Psychiatrie und Psychotherapie,
Psychosomatik und Nervenheilkunde e. V. (DGPPN 2020), Berlin, Germany (2020)
99.
Poster
The varied effect of unsupervised information on human category learning. Bernstein Conference 2020 (2020)