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Author: Eric Schulz

  • Most recently observed institution: Harvard University

Rankings

  • All-time downloads: 47,276 (rank: 719 out of 361,837)
  • Categories:
    • animal behavior and cognition: 46,366 (rank: 1 out of 4,999)
    • neuroscience: 910 (rank: 16,662 (tie) out of 60,801)

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Preprints

A tutorial on Gaussian process regression: Modelling, exploring, and exploiting functions

animal behavior and cognition more details view paper
  • Downloaded 26,316 times
  • Download rankings, all-time:
    • Site-wide: 45 out of 84,043
    • In animal behavior and cognition: 1 out of 1,325
  • Year to date:
    • Site-wide: 183 out of 84,043
  • Since beginning of last month:
    • Site-wide: 267 out of 84,043

A theory of learning to infer

animal behavior and cognition more details view paper
  • Downloaded 2,495 times
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    • Site-wide: 2,337 out of 84,043
    • In animal behavior and cognition: 19 out of 1,325
  • Year to date:
    • Site-wide: 1,533 out of 84,043
  • Since beginning of last month:
    • Site-wide: 1,198 out of 84,043

Generalization guides human exploration in vast decision spaces

animal behavior and cognition more details view paper
  • Downloaded 2,372 times
  • Download rankings, all-time:
    • Site-wide: 2,557 out of 84,043
    • In animal behavior and cognition: 22 out of 1,325
  • Year to date:
    • Site-wide: 7,437 out of 84,043
  • Since beginning of last month:
    • Site-wide: 7,174 out of 84,043

Exploration in the wild

animal behavior and cognition more details view paper
  • Downloaded 1,402 times
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    • Site-wide: 6,101 out of 84,043
    • In animal behavior and cognition: 57 out of 1,325
  • Year to date:
    • Site-wide: 35,643 out of 84,043
  • Since beginning of last month:
    • Site-wide: 27,539 out of 84,043

Putting bandits into context: How function learning supports decision making

animal behavior and cognition more details view paper
  • Downloaded 1,352 times
  • Download rankings, all-time:
    • Site-wide: 6,512 out of 84,043
    • In animal behavior and cognition: 62 out of 1,325
  • Year to date:
    • Site-wide: 22,531 out of 84,043
  • Since beginning of last month:
    • Site-wide: 17,858 out of 84,043

Mapping the unknown: The spatially correlated multi-armed bandit

animal behavior and cognition more details view paper
  • Downloaded 1,220 times
  • Download rankings, all-time:
    • Site-wide: 7,710 out of 84,043
    • In animal behavior and cognition: 74 out of 1,325
  • Year to date:
    • Site-wide: 19,986 out of 84,043
  • Since beginning of last month:
    • Site-wide: 20,530 out of 84,043

Compositional Inductive Biases in Function Learning

animal behavior and cognition more details view paper
  • Downloaded 1,059 times
  • Download rankings, all-time:
    • Site-wide: 9,716 out of 84,043
    • In animal behavior and cognition: 100 out of 1,325
  • Year to date:
    • Site-wide: 38,455 out of 84,043
  • Since beginning of last month:
    • Site-wide: 36,872 out of 84,043

Multi-Task Reinforcement Learning in Humans

neuroscience more details view paper
  • Downloaded 910 times
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    • Site-wide: 12,407 out of 84,043
    • In neuroscience: 1,977 out of 14,962
  • Year to date:
    • Site-wide: 3,162 out of 84,043
  • Since beginning of last month:
    • Site-wide: 4,770 out of 84,043

Searching for rewards like a child means less generalization and more directed exploration

animal behavior and cognition more details view paper
  • Downloaded 878 times
  • Download rankings, all-time:
    • Site-wide: 13,122 out of 84,043
    • In animal behavior and cognition: 141 out of 1,325
  • Year to date:
    • Site-wide: 17,969 out of 84,043
  • Since beginning of last month:
    • Site-wide: 16,952 out of 84,043

Finding structure in multi-armed bandits

animal behavior and cognition more details view paper
  • Downloaded 787 times
  • Download rankings, all-time:
    • Site-wide: 15,458 out of 84,043
    • In animal behavior and cognition: 166 out of 1,325
  • Year to date:
    • Site-wide: 8,940 out of 84,043
  • Since beginning of last month:
    • Site-wide: 9,835 out of 84,043

Connecting conceptual and spatial search via a model of generalization

animal behavior and cognition more details view paper
  • Downloaded 774 times
  • Download rankings, all-time:
    • Site-wide: 15,864 out of 84,043
    • In animal behavior and cognition: 171 out of 1,325
  • Year to date:
    • Site-wide: 54,028 out of 84,043
  • Since beginning of last month:
    • Site-wide: 57,185 out of 84,043

Remembrance of Inferences Past

animal behavior and cognition more details view paper
  • Downloaded 713 times
  • Download rankings, all-time:
    • Site-wide: 17,970 out of 84,043
    • In animal behavior and cognition: 199 out of 1,325
  • Year to date:
    • Site-wide: 49,077 out of 84,043
  • Since beginning of last month:
    • Site-wide: 57,950 out of 84,043

Exploring the space of human exploration using Entropy Mastermind

animal behavior and cognition more details view paper
  • Downloaded 646 times
  • Download rankings, all-time:
    • Site-wide: 20,792 out of 84,043
    • In animal behavior and cognition: 226 out of 1,325
  • Year to date:
    • Site-wide: 19,767 out of 84,043
  • Since beginning of last month:
    • Site-wide: 10,670 out of 84,043

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: 21,409 out of 84,043
    • In animal behavior and cognition: 238 out of 1,325
  • Year to date:
    • Site-wide: 41,465 out of 84,043
  • Since beginning of last month:
    • Site-wide: 39,993 out of 84,043

Similarities and differences in spatial and non-spatial cognitive maps

animal behavior and cognition more details view paper
  • Downloaded 598 times
  • Download rankings, all-time:
    • Site-wide: 23,238 out of 84,043
    • In animal behavior and cognition: 260 out of 1,325
  • Year to date:
    • Site-wide: 2,074 out of 84,043
  • Since beginning of last month:
    • Site-wide: 6,733 out of 84,043

Active Function Learning

animal behavior and cognition more details view paper
  • Downloaded 581 times
  • Download rankings, all-time:
    • Site-wide: 24,179 out of 84,043
    • In animal behavior and cognition: 275 out of 1,325
  • Year to date:
    • Site-wide: 37,983 out of 84,043
  • Since beginning of last month:
    • Site-wide: 29,840 out of 84,043

Communicating compositional patterns

animal behavior and cognition more details view paper
  • Downloaded 575 times
  • Download rankings, all-time:
    • Site-wide: 24,538 out of 84,043
    • In animal behavior and cognition: 278 out of 1,325
  • Year to date:
    • Site-wide: 18,366 out of 84,043
  • Since beginning of last month:
    • Site-wide: 26,271 out of 84,043

Generalization and search in risky environments

animal behavior and cognition more details view paper
  • Downloaded 536 times
  • Download rankings, all-time:
    • Site-wide: 26,808 out of 84,043
    • In animal behavior and cognition: 307 out of 1,325
  • Year to date:
    • Site-wide: 70,832 out of 84,043
  • Since beginning of last month:
    • Site-wide: 77,962 out of 84,043

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: 29,331 out of 84,043
    • In animal behavior and cognition: 335 out of 1,325
  • Year to date:
    • Site-wide: 48,098 out of 84,043
  • Since beginning of last month:
    • Site-wide: 49,193 out of 84,043

Adaptive planning in human search

animal behavior and cognition more details view paper
  • Downloaded 487 times
  • Download rankings, all-time:
    • Site-wide: 30,120 out of 84,043
    • In animal behavior and cognition: 350 out of 1,325
  • Year to date:
    • Site-wide: 47,474 out of 84,043
  • Since beginning of last month:
    • Site-wide: 54,290 out of 84,043

Inference and search on graph-structured spaces

animal behavior and cognition more details view paper
  • Downloaded 481 times
  • Download rankings, all-time:
    • Site-wide: 30,623 out of 84,043
    • In animal behavior and cognition: 359 out of 1,325
  • Year to date:
    • Site-wide: 2,859 out of 84,043
  • Since beginning of last month:
    • Site-wide: 4,643 out of 84,043

Active learning reveals underlying decision strategies

animal behavior and cognition more details view paper
  • Downloaded 472 times
  • Download rankings, all-time:
    • Site-wide: 31,364 out of 84,043
    • In animal behavior and cognition: 369 out of 1,325
  • Year to date:
    • Site-wide: 67,283 out of 84,043
  • Since beginning of last month:
    • Site-wide: 64,756 out of 84,043

Amortized Hypothesis Generation

animal behavior and cognition more details view paper
  • Downloaded 432 times
  • Download rankings, all-time:
    • Site-wide: 34,791 out of 84,043
    • In animal behavior and cognition: 425 out of 1,325
  • Year to date:
    • Site-wide: 62,949 out of 84,043
  • Since beginning of last month:
    • Site-wide: 56,969 out of 84,043

Learning list concepts through program induction

animal behavior and cognition more details view paper
  • Downloaded 427 times
  • Download rankings, all-time:
    • Site-wide: 35,286 out of 84,043
    • In animal behavior and cognition: 431 out of 1,325
  • Year to date:
    • Site-wide: 57,523 out of 84,043
  • Since beginning of last month:
    • Site-wide: 71,980 out of 84,043

Strategic exploration in human adaptive control

animal behavior and cognition more details view paper
  • Downloaded 382 times
  • Download rankings, all-time:
    • Site-wide: 39,704 out of 84,043
    • In animal behavior and cognition: 490 out of 1,325
  • Year to date:
    • Site-wide: 57,122 out of 84,043
  • Since beginning of last month:
    • Site-wide: 51,376 out of 84,043

Structured priors in human forecasting

animal behavior and cognition more details view paper
  • Downloaded 249 times
  • Download rankings, all-time:
    • Site-wide: 57,186 out of 84,043
    • In animal behavior and cognition: 775 out of 1,325
  • Year to date:
    • Site-wide: 68,691 out of 84,043
  • Since beginning of last month:
    • Site-wide: 58,978 out of 84,043

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