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Author: Samuel J Gershman

Rankings

  • All-time downloads: 84,376 (rank: 1,475 )
  • Categories:
    • animal behavior and cognition: 20,356 (rank: 4 )
    • neuroscience: 64,020 (rank: 19 )

Downloads per author, site-wide

Preprints

The hippocampus as a predictive map

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  • Downloaded 16,790 times
  • Download rankings, all-time:
    • Site-wide: 385
    • In neuroscience: 12
  • Year to date:
    • Site-wide: 3,580
  • Since beginning of last month:
    • Site-wide: 3,580

The successor representation in human reinforcement learning

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  • Downloaded 12,904 times
  • Download rankings, all-time:
    • Site-wide: 522
    • In neuroscience: 20
  • Year to date:
    • Site-wide: 30,242
  • Since beginning of last month:
    • Site-wide: 30,242

A unified framework for dopamine signals across timescales

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  • Downloaded 4,748 times
  • Download rankings, all-time:
    • Site-wide: 1,989
    • In neuroscience: 118
  • Year to date:
    • Site-wide: 4,733
  • Since beginning of last month:
    • Site-wide: 4,733

Structured event memory: a neuro-symbolic model of event cognition

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  • Downloaded 3,818 times
  • Download rankings, all-time:
    • Site-wide: 2,718
    • In neuroscience: 199
  • Year to date:
    • Site-wide: 4,978
  • Since beginning of last month:
    • Site-wide: 4,978

Predictive representations can link model-based reinforcement learning to model-free mechanisms

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  • Downloaded 3,664 times
  • Download rankings, all-time:
    • Site-wide: 2,891
    • In neuroscience: 219
  • Year to date:
    • Site-wide: 68,180
  • Since beginning of last month:
    • Site-wide: 68,180

A theory of learning to infer

animal behavior and cognition more details view paper
  • Downloaded 3,447 times
  • Download rankings, all-time:
    • Site-wide: 3,165
    • In animal behavior and cognition: 19
  • Year to date:
    • Site-wide: 7,215
  • Since beginning of last month:
    • Site-wide: 7,215

Rethinking dopamine as generalized prediction error

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  • Downloaded 3,434 times
  • Download rankings, all-time:
    • Site-wide: 3,182
    • In neuroscience: 258
  • Year to date:
    • Site-wide: None
  • Since beginning of last month:
    • Site-wide: None

Uncertainty and exploration

animal behavior and cognition more details view paper
  • Downloaded 2,505 times
  • Download rankings, all-time:
    • Site-wide: 4,997
    • In animal behavior and cognition: 30
  • Year to date:
    • Site-wide: 16,569
  • Since beginning of last month:
    • Site-wide: 16,569

Using computational theory to constrain statistical models of neural data

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  • Downloaded 2,091 times
  • Download rankings, all-time:
    • Site-wide: 6,484
    • In neuroscience: 651
  • Year to date:
    • Site-wide: 83,500
  • Since beginning of last month:
    • Site-wide: 83,500

Multi-Task Reinforcement Learning in Humans

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  • Downloaded 1,969 times
  • Download rankings, all-time:
    • Site-wide: 7,078
    • In neuroscience: 726
  • Year to date:
    • Site-wide: 2,673
  • Since beginning of last month:
    • Site-wide: 2,673

Discovery of Hierarchical Representations for Efficient Planning

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  • Downloaded 1,958 times
  • Download rankings, all-time:
    • Site-wide: 7,140
    • In neuroscience: 735
  • Year to date:
    • Site-wide: 48,677
  • Since beginning of last month:
    • Site-wide: 48,677

The Computational Nature of Memory Modification

animal behavior and cognition more details view paper
  • Downloaded 1,809 times
  • Download rankings, all-time:
    • Site-wide: 8,041
    • In animal behavior and cognition: 53
  • Year to date:
    • Site-wide: 30,144
  • Since beginning of last month:
    • Site-wide: 30,144

Exploration in the wild

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  • Downloaded 1,547 times
  • Download rankings, all-time:
    • Site-wide: 10,188
    • In animal behavior and cognition: 74
  • Year to date:
    • Site-wide: 27,881
  • Since beginning of last month:
    • Site-wide: 27,881

Ramping and State Uncertainty in the Dopamine Signal

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  • Downloaded 1,477 times
  • Download rankings, all-time:
    • Site-wide: 10,902
    • In neuroscience: 1,231
  • Year to date:
    • Site-wide: None
  • Since beginning of last month:
    • Site-wide: None

Hippocampal Remapping as Hidden State Inference

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  • Downloaded 1,421 times
  • Download rankings, all-time:
    • Site-wide: 11,548
    • In neuroscience: 1,325
  • Year to date:
    • Site-wide: 73,791
  • Since beginning of last month:
    • Site-wide: 73,791

Reference-dependent preferences arise from structure learning

animal behavior and cognition more details view paper
  • Downloaded 1,394 times
  • Download rankings, all-time:
    • Site-wide: 11,897
    • In animal behavior and cognition: 88
  • Year to date:
    • Site-wide: 43,577
  • Since beginning of last month:
    • Site-wide: 43,577

Dopamine, Inference, and Uncertainty

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  • Downloaded 1,273 times
  • Download rankings, all-time:
    • Site-wide: 13,623
    • In neuroscience: 1,624
  • Year to date:
    • Site-wide: None
  • Since beginning of last month:
    • Site-wide: None

Compositional Inductive Biases in Function Learning

animal behavior and cognition more details view paper
  • Downloaded 1,260 times
  • Download rankings, all-time:
    • Site-wide: 13,840
    • In animal behavior and cognition: 98
  • Year to date:
    • Site-wide: 27,360
  • Since beginning of last month:
    • Site-wide: 27,360

Neural Computations Underlying Causal Structure Learning

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  • Downloaded 1,205 times
  • Download rankings, all-time:
    • Site-wide: 14,820
    • In neuroscience: 1,822
  • Year to date:
    • Site-wide: 67,307
  • Since beginning of last month:
    • Site-wide: 67,307

Decision by sampling implements efficient coding of psychoeconomic functions

animal behavior and cognition more details view paper
  • Downloaded 1,194 times
  • Download rankings, all-time:
    • Site-wide: 15,026
    • In animal behavior and cognition: 118
  • Year to date:
    • Site-wide: 63,090
  • Since beginning of last month:
    • Site-wide: 63,090

Dissociable Neural Correlates of Uncertainty Underlie Different Exploration Strategies

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  • Downloaded 1,185 times
  • Download rankings, all-time:
    • Site-wide: 15,188
    • In neuroscience: 1,867
  • Year to date:
    • Site-wide: 85,862
  • Since beginning of last month:
    • Site-wide: 85,862

Hierarchical structure is employed by humans during visual motion perception

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  • Downloaded 1,107 times
  • Download rankings, all-time:
    • Site-wide: 16,846
    • In neuroscience: 2,115
  • Year to date:
    • Site-wide: 20,599
  • Since beginning of last month:
    • Site-wide: 20,599

Finding structure in multi-armed bandits

animal behavior and cognition more details view paper
  • Downloaded 1,090 times
  • Download rankings, all-time:
    • Site-wide: 17,248
    • In animal behavior and cognition: 142
  • Year to date:
    • Site-wide: 24,626
  • Since beginning of last month:
    • Site-wide: 24,626

Pure Correlates of Exploration and Exploitation in the Human Brain

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  • Downloaded 1,050 times
  • Download rankings, all-time:
    • Site-wide: 18,222
    • In neuroscience: 2,320
  • Year to date:
    • Site-wide: 96,313
  • Since beginning of last month:
    • Site-wide: 96,313

Behavioral tagging and the penumbra of learning

animal behavior and cognition more details view paper
  • Downloaded 1,048 times
  • Download rankings, all-time:
    • Site-wide: 18,270
    • In animal behavior and cognition: 146
  • Year to date:
    • Site-wide: 90,574
  • Since beginning of last month:
    • Site-wide: 90,574

Inference and search on graph-structured spaces

animal behavior and cognition more details view paper
  • Downloaded 896 times
  • Download rankings, all-time:
    • Site-wide: 22,963
    • In animal behavior and cognition: 193
  • Year to date:
    • Site-wide: 51,009
  • Since beginning of last month:
    • Site-wide: 51,009

Rationally inattentive intertemporal choice

animal behavior and cognition more details view paper
  • Downloaded 843 times
  • Download rankings, all-time:
    • Site-wide: 25,013
    • In animal behavior and cognition: 219
  • Year to date:
    • Site-wide: 97,808
  • Since beginning of last month:
    • Site-wide: 97,808

Remembrance of Inferences Past

animal behavior and cognition more details view paper
  • Downloaded 789 times
  • Download rankings, all-time:
    • Site-wide: 27,435
    • In animal behavior and cognition: 235
  • Year to date:
    • Site-wide: 71,009
  • Since beginning of last month:
    • Site-wide: 71,009

Generalization as diffusion: human function learning on graphs

animal behavior and cognition more details view paper
  • Downloaded 782 times
  • Download rankings, all-time:
    • Site-wide: 27,743
    • In animal behavior and cognition: 238
  • Year to date:
    • Site-wide: 85,198
  • Since beginning of last month:
    • Site-wide: 85,198

Controllability Governs the Balance Between Pavlovian and Instrumental Action Selection

neuroscience more details view paper
  • Downloaded 689 times
  • Download rankings, all-time:
    • Site-wide: 33,061
    • In neuroscience: 4,620
  • Year to date:
    • Site-wide: 85,671
  • Since beginning of last month:
    • Site-wide: 85,671

Communicating compositional patterns

animal behavior and cognition more details view paper
  • Downloaded 661 times
  • Download rankings, all-time:
    • Site-wide: 34,992
    • In animal behavior and cognition: 317
  • Year to date:
    • Site-wide: 99,852
  • Since beginning of last month:
    • Site-wide: 99,852

Learning to act by integrating mental simulations and physical experiments

animal behavior and cognition more details view paper
  • Downloaded 614 times
  • Download rankings, all-time:
    • Site-wide: 38,510
    • In animal behavior and cognition: 361
  • Year to date:
    • Site-wide: 84,341
  • Since beginning of last month:
    • Site-wide: 84,341

Dopaminergic genes are associated with both directed and random exploration

neuroscience more details view paper
  • Downloaded 559 times
  • Download rankings, all-time:
    • Site-wide: 43,269
    • In neuroscience: 6,295
  • Year to date:
    • Site-wide: 92,208
  • Since beginning of last month:
    • Site-wide: 92,208

Dopamine neuron ensembles signal the content of sensory prediction errors

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  • Downloaded 547 times
  • Download rankings, all-time:
    • Site-wide: 44,533
    • In neuroscience: 6,493
  • Year to date:
    • Site-wide: 98,061
  • Since beginning of last month:
    • Site-wide: 98,061

Amortized Hypothesis Generation

animal behavior and cognition more details view paper
  • Downloaded 477 times
  • Download rankings, all-time:
    • Site-wide: 52,244
    • In animal behavior and cognition: 533
  • Year to date:
    • Site-wide: 120,048
  • Since beginning of last month:
    • Site-wide: 120,048

The reward-complexity trade-off in schizophrenia

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  • Downloaded 406 times
  • Download rankings, all-time:
    • Site-wide: 61,831
    • In neuroscience: 9,455
  • Year to date:
    • Site-wide: 13,594
  • Since beginning of last month:
    • Site-wide: 13,594

Neural signatures of arbitration between Pavlovian and instrumental action selection

neuroscience more details view paper
  • Downloaded 403 times
  • Download rankings, all-time:
    • Site-wide: 62,288
    • In neuroscience: 9,526
  • Year to date:
    • Site-wide: 31,321
  • Since beginning of last month:
    • Site-wide: 31,321

Causal inference gates corticostriatal learning

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  • Downloaded 374 times
  • Download rankings, all-time:
    • Site-wide: 66,951
    • In neuroscience: 10,240
  • Year to date:
    • Site-wide: 22,113
  • Since beginning of last month:
    • Site-wide: 22,113

Human visual motion perception shows hallmarks of Bayesian structural inference

neuroscience more details view paper
  • Downloaded 339 times
  • Download rankings, all-time:
    • Site-wide: 72,857
    • In neuroscience: 11,214
  • Year to date:
    • Site-wide: 19,885
  • Since beginning of last month:
    • Site-wide: 19,885

Rational Inattention and Tonic Dopamine

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  • Downloaded 324 times
  • Download rankings, all-time:
    • Site-wide: 75,565
    • In neuroscience: 11,656
  • Year to date:
    • Site-wide: 18,772
  • Since beginning of last month:
    • Site-wide: 18,772

Impulsivity as Bayesian inference under dopaminergic control

neuroscience more details view paper
  • Downloaded 285 times
  • Download rankings, all-time:
    • Site-wide: 83,306
    • In neuroscience: 12,925
  • Year to date:
    • Site-wide: 37,106
  • Since beginning of last month:
    • Site-wide: 37,106

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