Rxivist logo

Author: Samuel J. Gershman

Rankings

  • All-time downloads: 69,202 (rank: 496 out of 363,891)
  • Categories:
    • animal behavior and cognition: 14,143 (rank: 4 out of 5,004)
    • neuroscience: 55,059 (rank: 17 out of 61,208)

Downloads per author, site-wide

Preprints

The hippocampus as a predictive map

neuroscience more details view paper
  • Downloaded 15,761 times
  • Download rankings, all-time:
    • Site-wide: 101 out of 84,548
    • In neuroscience: 10 out of 15,060
  • Year to date:
    • Site-wide: 1,858 out of 84,548
  • Since beginning of last month:
    • Site-wide: 1,975 out of 84,548

The successor representation in human reinforcement learning

neuroscience more details view paper
  • Downloaded 12,464 times
  • Download rankings, all-time:
    • Site-wide: 151 out of 84,548
    • In neuroscience: 16 out of 15,060
  • Year to date:
    • Site-wide: 8,355 out of 84,548
  • Since beginning of last month:
    • Site-wide: 10,292 out of 84,548

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

neuroscience more details view paper
  • Downloaded 3,481 times
  • Download rankings, all-time:
    • Site-wide: 1,325 out of 84,548
    • In neuroscience: 165 out of 15,060
  • Year to date:
    • Site-wide: 27,569 out of 84,548
  • Since beginning of last month:
    • Site-wide: 22,461 out of 84,548

A unified framework for dopamine signals across timescales

neuroscience more details view paper
  • Downloaded 3,402 times
  • Download rankings, all-time:
    • Site-wide: 1,366 out of 84,548
    • In neuroscience: 170 out of 15,060
  • Year to date:
    • Site-wide: 1,049 out of 84,548
  • Since beginning of last month:
    • Site-wide: 1,439 out of 84,548

Rethinking dopamine as generalized prediction error

neuroscience more details view paper
  • Downloaded 3,255 times
  • Download rankings, all-time:
    • Site-wide: 1,483 out of 84,548
    • In neuroscience: 190 out of 15,060
  • Year to date:
    • Site-wide: 15,783 out of 84,548
  • Since beginning of last month:
    • Site-wide: 16,682 out of 84,548

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

neuroscience more details view paper
  • Downloaded 2,996 times
  • Download rankings, all-time:
    • Site-wide: 1,720 out of 84,548
    • In neuroscience: 224 out of 15,060
  • Year to date:
    • Site-wide: 1,595 out of 84,548
  • Since beginning of last month:
    • Site-wide: 1,904 out of 84,548

A theory of learning to infer

animal behavior and cognition more details view paper
  • Downloaded 2,495 times
  • Download rankings, all-time:
    • Site-wide: 2,353 out of 84,548
    • In animal behavior and cognition: 19 out of 1,333
  • Year to date:
    • Site-wide: 1,588 out of 84,548
  • Since beginning of last month:
    • Site-wide: 1,280 out of 84,548

Uncertainty and exploration

animal behavior and cognition more details view paper
  • Downloaded 2,106 times
  • Download rankings, all-time:
    • Site-wide: 3,134 out of 84,548
    • In animal behavior and cognition: 30 out of 1,333
  • Year to date:
    • Site-wide: 10,757 out of 84,548
  • Since beginning of last month:
    • Site-wide: 11,826 out of 84,548

Using computational theory to constrain statistical models of neural data

neuroscience more details view paper
  • Downloaded 1,990 times
  • Download rankings, all-time:
    • Site-wide: 3,433 out of 84,548
    • In neuroscience: 494 out of 15,060
  • Year to date:
    • Site-wide: 51,407 out of 84,548
  • Since beginning of last month:
    • Site-wide: 48,429 out of 84,548

Discovery of Hierarchical Representations for Efficient Planning

neuroscience more details view paper
  • Downloaded 1,846 times
  • Download rankings, all-time:
    • Site-wide: 3,886 out of 84,548
    • In neuroscience: 577 out of 15,060
  • Year to date:
    • Site-wide: 5,291 out of 84,548
  • Since beginning of last month:
    • Site-wide: 20,294 out of 84,548

Exploration in the wild

animal behavior and cognition more details view paper
  • Downloaded 1,402 times
  • Download rankings, all-time:
    • Site-wide: 6,142 out of 84,548
    • In animal behavior and cognition: 57 out of 1,333
  • Year to date:
    • Site-wide: 36,627 out of 84,548
  • Since beginning of last month:
    • Site-wide: 29,469 out of 84,548

Hippocampal Remapping as Hidden State Inference

neuroscience more details view paper
  • Downloaded 1,263 times
  • Download rankings, all-time:
    • Site-wide: 7,325 out of 84,548
    • In neuroscience: 1,137 out of 15,060
  • Year to date:
    • Site-wide: 10,151 out of 84,548
  • Since beginning of last month:
    • Site-wide: 12,737 out of 84,548

Reference-dependent preferences arise from structure learning

animal behavior and cognition more details view paper
  • Downloaded 1,234 times
  • Download rankings, all-time:
    • Site-wide: 7,616 out of 84,548
    • In animal behavior and cognition: 73 out of 1,333
  • Year to date:
    • Site-wide: 29,585 out of 84,548
  • Since beginning of last month:
    • Site-wide: 24,258 out of 84,548

Dopamine, Inference, and Uncertainty

neuroscience more details view paper
  • Downloaded 1,142 times
  • Download rankings, all-time:
    • Site-wide: 8,667 out of 84,548
    • In neuroscience: 1,362 out of 15,060
  • Year to date:
    • Site-wide: 36,292 out of 84,548
  • Since beginning of last month:
    • Site-wide: 26,442 out of 84,548

Neural Computations Underlying Causal Structure Learning

neuroscience more details view paper
  • Downloaded 1,122 times
  • Download rankings, all-time:
    • Site-wide: 8,935 out of 84,548
    • In neuroscience: 1,406 out of 15,060
  • Year to date:
    • Site-wide: 55,942 out of 84,548
  • Since beginning of last month:
    • Site-wide: 56,530 out of 84,548

Dissociable Neural Correlates of Uncertainty Underlie Different Exploration Strategies

neuroscience more details view paper
  • Downloaded 1,079 times
  • Download rankings, all-time:
    • Site-wide: 9,491 out of 84,548
    • In neuroscience: 1,494 out of 15,060
  • Year to date:
    • Site-wide: 7,499 out of 84,548
  • Since beginning of last month:
    • Site-wide: 10,000 out of 84,548

Ramping and State Uncertainty in the Dopamine Signal

neuroscience more details view paper
  • Downloaded 1,046 times
  • Download rankings, all-time:
    • Site-wide: 9,978 out of 84,548
    • In neuroscience: 1,571 out of 15,060
  • Year to date:
    • Site-wide: 4,472 out of 84,548
  • Since beginning of last month:
    • Site-wide: 8,322 out of 84,548

Decision by sampling implements efficient coding of psychoeconomic functions

animal behavior and cognition more details view paper
  • Downloaded 1,044 times
  • Download rankings, all-time:
    • Site-wide: 10,027 out of 84,548
    • In animal behavior and cognition: 105 out of 1,333
  • Year to date:
    • Site-wide: 31,572 out of 84,548
  • Since beginning of last month:
    • Site-wide: 25,046 out of 84,548

Behavioral tagging and the penumbra of learning

animal behavior and cognition more details view paper
  • Downloaded 1,000 times
  • Download rankings, all-time:
    • Site-wide: 10,746 out of 84,548
    • In animal behavior and cognition: 114 out of 1,333
  • Year to date:
    • Site-wide: 69,466 out of 84,548
  • Since beginning of last month:
    • Site-wide: 75,010 out of 84,548

Pure Correlates of Exploration and Exploitation in the Human Brain

neuroscience more details view paper
  • Downloaded 995 times
  • Download rankings, all-time:
    • Site-wide: 10,844 out of 84,548
    • In neuroscience: 1,699 out of 15,060
  • Year to date:
    • Site-wide: 67,140 out of 84,548
  • Since beginning of last month:
    • Site-wide: 66,553 out of 84,548

Multi-Task Reinforcement Learning in Humans

neuroscience more details view paper
  • Downloaded 910 times
  • Download rankings, all-time:
    • Site-wide: 12,483 out of 84,548
    • In neuroscience: 1,989 out of 15,060
  • Year to date:
    • Site-wide: 3,281 out of 84,548
  • Since beginning of last month:
    • Site-wide: 5,166 out of 84,548

Finding structure in multi-armed bandits

animal behavior and cognition more details view paper
  • Downloaded 787 times
  • Download rankings, all-time:
    • Site-wide: 15,553 out of 84,548
    • In animal behavior and cognition: 166 out of 1,333
  • Year to date:
    • Site-wide: 9,246 out of 84,548
  • Since beginning of last month:
    • Site-wide: 10,635 out of 84,548

Origin of perseveration in the trade-off between reward and complexity

animal behavior and cognition more details view paper
  • Downloaded 768 times
  • Download rankings, all-time:
    • Site-wide: 16,170 out of 84,548
    • In animal behavior and cognition: 175 out of 1,333
  • Year to date:
    • Site-wide: 1,489 out of 84,548
  • Since beginning of last month:
    • Site-wide: 3,816 out of 84,548

Rationally inattentive intertemporal choice

animal behavior and cognition more details view paper
  • Downloaded 687 times
  • Download rankings, all-time:
    • Site-wide: 19,101 out of 84,548
    • In animal behavior and cognition: 210 out of 1,333
  • Year to date:
    • Site-wide: 9,371 out of 84,548
  • Since beginning of last month:
    • Site-wide: 7,226 out of 84,548

Hierarchical structure is employed by humans during visual motion perception

neuroscience more details view paper
  • Downloaded 686 times
  • Download rankings, all-time:
    • Site-wide: 19,161 out of 84,548
    • In neuroscience: 3,179 out of 15,060
  • Year to date:
    • Site-wide: 8,513 out of 84,548
  • Since beginning of last month:
    • Site-wide: 9,638 out of 84,548

Generalization as diffusion: human function learning on graphs

animal behavior and cognition more details view paper
  • Downloaded 633 times
  • Download rankings, all-time:
    • Site-wide: 21,563 out of 84,548
    • In animal behavior and cognition: 238 out of 1,333
  • Year to date:
    • Site-wide: 42,585 out of 84,548
  • Since beginning of last month:
    • Site-wide: 42,767 out of 84,548

Controllability Governs the Balance Between Pavlovian and Instrumental Action Selection

neuroscience more details view paper
  • Downloaded 629 times
  • Download rankings, all-time:
    • Site-wide: 21,756 out of 84,548
    • In neuroscience: 3,635 out of 15,060
  • Year to date:
    • Site-wide: 40,655 out of 84,548
  • Since beginning of last month:
    • Site-wide: 40,848 out of 84,548

Communicating compositional patterns

animal behavior and cognition more details view paper
  • Downloaded 575 times
  • Download rankings, all-time:
    • Site-wide: 24,692 out of 84,548
    • In animal behavior and cognition: 278 out of 1,333
  • Year to date:
    • Site-wide: 18,906 out of 84,548
  • Since beginning of last month:
    • Site-wide: 28,190 out of 84,548

Learning to act by integrating mental simulations and physical experiments

animal behavior and cognition more details view paper
  • Downloaded 499 times
  • Download rankings, all-time:
    • Site-wide: 29,487 out of 84,548
    • In animal behavior and cognition: 335 out of 1,333
  • Year to date:
    • Site-wide: 49,253 out of 84,548
  • Since beginning of last month:
    • Site-wide: 51,954 out of 84,548

Dopamine neuron ensembles signal the content of sensory prediction errors

neuroscience more details view paper
  • Downloaded 498 times
  • Download rankings, all-time:
    • Site-wide: 29,530 out of 84,548
    • In neuroscience: 5,023 out of 15,060
  • Year to date:
    • Site-wide: 63,597 out of 84,548
  • Since beginning of last month:
    • Site-wide: 74,650 out of 84,548

Dopaminergic genes are associated with both directed and random exploration

neuroscience more details view paper
  • Downloaded 494 times
  • Download rankings, all-time:
    • Site-wide: 29,817 out of 84,548
    • In neuroscience: 5,070 out of 15,060
  • Year to date:
    • Site-wide: 53,000 out of 84,548
  • Since beginning of last month:
    • Site-wide: 55,970 out of 84,548

Inference and search on graph-structured spaces

animal behavior and cognition more details view paper
  • Downloaded 481 times
  • Download rankings, all-time:
    • Site-wide: 30,812 out of 84,548
    • In animal behavior and cognition: 359 out of 1,333
  • Year to date:
    • Site-wide: 2,969 out of 84,548
  • Since beginning of last month:
    • Site-wide: 5,026 out of 84,548

Amortized Hypothesis Generation

animal behavior and cognition more details view paper
  • Downloaded 432 times
  • Download rankings, all-time:
    • Site-wide: 35,005 out of 84,548
    • In animal behavior and cognition: 426 out of 1,333
  • Year to date:
    • Site-wide: 63,941 out of 84,548
  • Since beginning of last month:
    • Site-wide: 61,413 out of 84,548

PanLingua

Sign up for the Rxivist weekly newsletter! (Click here for more details.)


News