Publications:
Department for Computational Neuroscience
Journal Article (168)
1.
Journal Article
The Science of Making Good Decisions. Frontiers for Young Minds 14, 699853 (2026)
2.
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Neural signatures of model-based and model-free reinforcement learning across prefrontal cortex and striatum. eLife 14, RP106032 (2026)
3.
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Latent subdimensions of anxiety and depression differentially influence exertion of effort in pursuit of reward versus avoidance of threat. Translational Psychiatry Epub ahead (2026)
4.
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Representational similarity modulates neural and behavioral signatures of novelty. Neuron 114 (10), pp. 1863 - 1876 (2026)
5.
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Differential impact of social and non-social cues on decision-making across at-risk mental state, early psychosis and healthy participants. Schizophrenia Bulletin Open 7 (1), sgag005 (2026)
6.
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Modality-general sensitivity of pupil responses to regularity violations. Cognitive, Affective and Behavioral Neuroscience Epub ahead (2026)
7.
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A neural signature of adaptive mentalization. Nature Neuroscience 29 (4), pp. 934 - 944 (2026)
8.
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Metacognitive efficiency in learned value-based choice. PLOS Computational Biology 22 (3), e1014108 (2026)
9.
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20 lessons in team science: Learning from the experience of the International Brain Laboratory. Neuron 114 (6), pp. 980 - 984 (2026)
10.
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Grey matter volume associations with personality functioning in a clinical cohort of female youths. NeuroImage: Clinical 50, 103988 (2026)
11.
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ℵ-IPOMDP: Mitigating Deception in a Cognitive Hierarchy with Off-Policy Counterfactual Anomaly Detection. Journal of Artificial Intelligence Research 85, 14 (2026)
12.
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Exploring the Link Between a Prior Belief for Active Avoidance and Apathy, Anhedonia, and Depression: A Network Analysis. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging 11 (2), pp. 221 - 228 (2026)
13.
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Entorhinal Cortex Signals Dimensions of Past Experience That Can Be Generalized in a Novel Environment. The Journal of Neuroscience 46 (7), e1492252025 (2026)
14.
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Relating Objective Complexity, Subjective Complexity and Beauty in Binary Pixel Patterns. Psychology of Aesthetics, Creativity, and the Arts 20 (1), pp. 238 - 254 (2026)
15.
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Octopamine and tyramine dynamics predict learning rate phenotypes during associative conditioning in honey bees. Science Advances 12 (7), eaea8433 (2026)
16.
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Composing egocentric and allocentric maps for flexible navigation. PLOS Computational Biology 22, e1013905 (2026)
17.
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Infinite hidden Markov models can dissect the complexities of learning. Nature Neuroscience 29 (1), pp. 186 - 194 (2026)
18.
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Homeostasis After Injury: How Intertwined Inference and Control Underpin Post-Injury Pain and Behaviour. PLOS Computational Biology 22, e1013538 (2026)
19.
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Ventromedial striatal dopamine dynamically integrates motivated action and reward proximity. eLife Epub ahead (2026)
20.
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Pseudo-approaches lead to pseudo-explanations: reply to Corlett et al. Trends in Cognitive Sciences 29 (12), pp. 1065 - 1066 (2025)
21.
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Individual differences in tail risk sensitive exploration using Bayes-adaptive Markov decision processes. eLife 13, RP100366 (2025)
22.
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Asymmetric learning and adaptability to changes in relational structure during transitive inference. Communications Psychology 3, 155 (2025)
23.
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Dissociating model architectures from inference computations. Cognitive Neuroscience 16 (1-4), pp. 26 - 28 (2025)
24.
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A computational approach to understanding effort-based decision-making in depression. Psychological Medicine 55, e302 (2025)
25.
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Generalized contrastive PCA is equivalent to generalized eigendecomposition. PLOS Computational Biology 21 (10), e1013555 (2025)
26.
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Brain-wide representations of prior information in mouse decision-making. Nature 645 (8079), pp. 192 - 200 (2025)
27.
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A Brain-Wide Map of Neural Activity during Complex Behaviour. Nature 645 (8079), pp. 177 - 191 (2025)
28.
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“I once was blind”: experimental manipulation of religious attitudes via choice blindness. Religion, Brain & Behavior Epub ahead (2025)
29.
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Novelty as a drive of human exploration in complex stochastic environments. Proceedings of the National Academy of Sciences of the United States of America 122 (39), e2502193122 (2025)
30.
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A Timeline of Cognitive Costs in Decision Making. Trends in Cognitive Sciences 29 (9), pp. 827 - 839 (2025)
31.
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A foundation model to predict and capture human cognition. Nature 644 (8078), pp. 1002 - 1009 (2025)
32.
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Playing repeated games with Large Language Models. Nature Human Behaviour 9 (7), pp. 1380 - 1390 (2025)
33.
Journal Article
Self-Other Generalisation Shapes Social Interaction and Is Disrupted in Borderline Personality Disorder. eLife 14, RP104008 (2025)
34.
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Critical intelligence: computing defensive behaviour. Neuroscience and Biobehavioral Reviews 174, 106213 (2025)
35.
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Merits of curiosity: a simulation study. Open mind: discoveries in cognitive science 9, pp. 1037 - 1065 (2025)
36.
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Adaptive compression as a unifying framework for episodic and semantic memory. Nature Reviews Psychology 4 (7), pp. 484 - 498 (2025)
37.
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A task-invariant prior explains trial-by-trial active avoidance behaviour across gain and loss tasks. Communications Psychology 3 (1), 82 (2025)
38.
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A prospective code for value in the serotonin system. Nature 641 (8064), pp. 952 - 959 (2025)
39.
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Nonlinear recurrent inhibition through facilitating serotonin release in the raphe. Nature Neuroscience 28 (5), pp. 1024 - 1037 (2025)
40.
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Mechanisms of Mistrust: A Bayesian Account of Misinformation Learning. PLOS Computational Biology 21 (5), e1012814 (2025)
41.
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Exploring Replay. Nature Communications 16 (1), 1657 (2025)
42.
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Violation of Auditory Regularities is Reflected in Pupil Dynamics. Cortex 183, pp. 66 - 86 (2025)
43.
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The Alternative Factors Leading to Replication Crisis: Prediction and Evaluation. Evaluation Review 49 (1), pp. 147 - 164 (2025)
44.
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Noradrenergic and Dopaminergic modulation of meta-cognition and meta-control. PLOS Computational Biology 21 (2), e1012675 (2025)
45.
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Multifaceted confidence in exploratory choice. PLOS ONE 20 (1), e0304923 (2025)
46.
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Two sub-cultures of explanatory computational psychiatry. Molecular Psychiatry 29 (12), pp. 3928 - 3931 (2024)
47.
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Early life adversities are associated with lower expected value signaling in the adult brain. Biological Psychiatry 96 (12), pp. 948 - 958 (2024)
48.
Journal Article
Demystifying unsupervised learning: how it helps and hurts. Trends in Cognitive Sciences 28 (11), pp. 974 - 986 (2024)
49.
Journal Article
Randomized crossover trial on motor and non-motor outcome of directional deep brain stimulation in Parkinson's disease. npj Parkinson's Disease 10 (1), 204 (2024)
50.
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(Mal)adaptive Mentalizing in the Cognitive Hierarchy, and Its Link to Paranoia. Computational Psychiatry 8 (1), pp. 159 - 177 (2024)
51.
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Design and evaluation of crowdsourcing platforms based on users' confidence judgments. Scientific Reports 14 (1), 18379 (2024)
52.
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A Broken Duet: Multistable Dynamics in Dyadic Interactions. Entropy 26 (9), 731 (2024)
53.
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Lightning Pose: improved animal pose estimation via semi-supervised learning, Bayesian ensembling, and cloud-native open-source tools. Nature Methods 21 (7), pp. 1316 - 1328 (2024)
54.
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You are How You Eat: Foraging Behavior as a Potential Novel Marker of Rat Affective State. Affective Science 5 (3), pp. 232 - 245 (2024)
55.
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Bayesian reinforcement learning: A basic overview. Neurobiology of Learning and Memory 211, 107924 (2024)
56.
Journal Article
Dopamine and serotonin in human substantia nigra track social context and value signals during economic exchange. Nature Human Behaviour 8 (4), pp. 718 - 728 (2024)
57.
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Wagers for work: Decomposing the costs of cognitive effort. PLOS Computational Biology 20 (4), e1012060 (2024)
58.
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A primer on the use of computational modelling to investigate affective states, affective disorders and animal welfare in non-human animals. Cognitive, Affective and Behavioral Neuroscience 24 (2), pp. 370 - 383 (2024)
59.
Journal Article
Decreased long-range temporal correlations in the resting-state functional magnetic resonance imaging blood-oxygen-level-dependent signal reflect motor sequence learning up to 2 weeks following training. Human Brain Mapping 45 (4), e26539 (2024)
60.
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People with a tobacco use disorder exhibit misaligned Bayesian belief updating by falsely attributing non-drug cues as worse predictors of positive outcomes compared to drug cues. Drug and Alcohol Dependence 256, 111109 (2024)
61.
Journal Article
Distributional reinforcement learning in prefrontal cortex. Nature Neuroscience 27 (3), pp. 403 - 408 (2024)
62.
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Political reinforcement learners. Trends in Cognitive Sciences 28 (3), pp. 210 - 222 (2024)
63.
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Modelling individual aesthetic judgements over time. Philosophical Transactions of the Royal Society of London, Series B: Biological Sciences 379 (1895), 20220414 (2024)
64.
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Metric information in cognitive maps: Euclidean embedding of non-Euclidean environments. PLoS Computational Biology 19 (12), e1011748 (2023)
65.
Journal Article
The scaling of mental computation in a sorting task. Cognition 241, 105605 (2023)
66.
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From Complexity to Precision-Charting Decision-Making Through Normative Modeling. JAMA Psychiatry 81 (2), pp. 117 - 118 (2023)
67.
Journal Article
Anxiety associated with perceived uncontrollable stress enhances expectations of environmental volatility and impairs reward learning. Scientific Reports 131 (1), 18451 (2023)
68.
Journal Article
Reframing dopamine: A controlled controller at the limbic-motor interface. PLoS Computational Biology 19 (10), e1011569 (2023)
69.
Journal Article
Generative replay underlies compositional inference in the hippocampal-prefrontal circuit. Cell 186 (22), pp. 4885 - 4897 (2023)
70.
Journal Article
A (dis-)information Theory of Revealed and Unrevealed Preferences: Emerging Deception and Skepticism via Theory of Mind. Open mind: discoveries in cognitive science 7, pp. 608 - 624 (2023)
71.
Journal Article
Prosocial learning: Model-based or model-free? PLoS One 18 (6), e0287563 (2023)
72.
Journal Article
Interactive cognitive maps support flexible behavior under threat. Cell Reports 42 (8), 113008 (2023)
73.
Journal Article
Metacognitive Information Theory. Open mind: discoveries in cognitive science 7, pp. 392 - 411 (2023)
74.
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Reply to "Post-encounter freezing during approach-avoidance conflict: the role of the hippocampus". Nature Reviews Neuroscience 24 (7), pp. 453 - 454 (2023)
75.
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Your ears don't change what your eyes like: People can independently report the pleasure of music and images. Journal of Experimental Psychology: Human Perception and Performance 49 (6), pp. 774 - 785 (2023)
76.
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A computational process-tracing method for measuring people’s planning strategies and how they change over time. Behavior Research Methods 55 (4), pp. 2037 - 2079 (2023)
77.
Journal Article
The intrinsic variance of beauty judgment. Attention, Perception & Psychophysics 85 (4), pp. 1355 - 1373 (2023)
78.
Journal Article
Chunking as a rational solution to the speed-accuracy trade-off in a serial reaction time task. Scientific Reports 13, 7680 (2023)
79.
Journal Article
Representing absence of evidence: why algorithms and representations matter in models of language and cognition. Language, Cognition and Neuroscience 38 (4), pp. 597 - 620 (2023)
80.
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Metacognitive Computations for Information Search: Confidence in Control. Psychological Review 130 (3), pp. 604 - 639 (2023)
81.
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Formalising social representation to explain psychiatric symptoms. Trends in Cognitive Sciences 27 (3), pp. 317 - 332 (2023)
82.
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A modular architecture for organizing, processing and sharing neurophysiology data. Nature Methods 20 (3), pp. 403 - 407 (2023)
83.
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Evidence for entropy maximisation in human free choice behaviour. Cognition 232, 105328 (2023)
84.
Journal Article
Replay and compositional computation. Neuron 111 (4), pp. 454 - 469 (2023)
85.
Journal Article
Simple deterministic and complex probabilistic regularities underlying risky choices are acquired in a changing decision context. Scientific Reports 13 (1), 1127 (2023)
86.
Journal Article
The role of the lateral orbitofrontal cortex in creating cognitive maps. Nature Neuroscience 26 (1), pp. 107 - 115 (2023)
87.
Journal Article
A space of goals: the cognitive geometry of informationally bounded agents. Royal Society Open Science 9 (12), 211800 (2022)
88.
Journal Article
A Comparison of "Pruning" During Multi-Step Planning in Depressed and Healthy Individuals. Psychological Medicine 52 (16), pp. 3948 - 3956 (2022)
89.
Journal Article
Regulation of social hierarchy learning by serotonin transporter availability. Neuropsychopharmacology 47 (13), pp. 2205 - 2212 (2022)
90.
Journal Article
Rich dynamics and functional organization on topographically designed neuronal networks in vitro. iScience 25 (12), 105680 (2022)
91.
Journal Article
A computational model of aesthetic value. Psychological Review 129 (6), pp. 1319 - 1337 (2022)
92.
Journal Article
Tracking human skill learning with a hierarchical Bayesian sequence model. PLoS Computational Biology 18 (11), e1009866 (2022)
93.
Journal Article
When to Be Critical? Performance and Evolvability in Different Regimes of Neural Ising Agents. Artificial Life 28 (4), pp. 458 - 478 (2022)
94.
Journal Article
Divisive normalization is an efficient code for multivariate Pareto-distributed environments. Proceedings of the National Academy of Sciences of the United States of America 119 (40), e2120581119 (2022)
95.
Journal Article
Vigilance, arousal, and acetylcholine: Optimal control of attention in a simple detection task. PLoS Computational Biology 18 (10), e1010642 (2022)
96.
Journal Article
Multistability, perceptual value, and internal foraging. Neuron 110 (19), pp. 3076 - 3090 (2022)
97.
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Freezing revisited: coordinated autonomic and central optimization of threat coping. Nature Reviews Neuroscience 23 (9), pp. 568 - 580 (2022)
98.
Journal Article
Interactions between attributions and beliefs at trial-by-trial level: Evidence from a novel computer game task. PLoS Computational Biology 18 (9), e1009920 (2022)
99.
Journal Article
Increased persuadability and credulity in people with corpus callosum dysgenesis. Cortex 155, pp. 251 - 263 (2022)