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For: Lai L, Gershman SJ. Policy compression: An information bottleneck in action selection. The Psychology of Learning and Motivation 2021. [DOI: 10.1016/bs.plm.2021.02.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Number Cited by Other Article(s)
1
D’Amato L, Luca Lancia G, Pezzulo G. The geometry of efficient codes: How rate-distortion trade-offs distort the latent representations of generative models. PLoS Comput Biol 2025;21:e1012952. [PMID: 40354307 PMCID: PMC12068621 DOI: 10.1371/journal.pcbi.1012952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 03/11/2025] [Indexed: 05/14/2025]  Open
2
Blanc A, Laurent F, Barbier-Chebbah A, Van Assel H, Cocanougher BT, Jones BMW, Hague P, Zlatic M, Chikhi R, Vestergaard CL, Jovanic T, Masson JB, Barré C. Statistical signature of subtle behavioral changes in large-scale assays. PLoS Comput Biol 2025;21:e1012990. [PMID: 40258220 DOI: 10.1371/journal.pcbi.1012990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Accepted: 03/24/2025] [Indexed: 04/23/2025]  Open
3
Jones SD, Rauwolf P, Westermann G. Computational rationality and developmental neurodivergence. Trends Cogn Sci 2025;29:314-317. [PMID: 39924396 DOI: 10.1016/j.tics.2025.01.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Revised: 01/17/2025] [Accepted: 01/17/2025] [Indexed: 02/11/2025]
4
Gershman SJ, Lak A. Policy Complexity Suppresses Dopamine Responses. J Neurosci 2025;45:e1756242024. [PMID: 39788740 PMCID: PMC11866995 DOI: 10.1523/jneurosci.1756-24.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2024] [Revised: 12/17/2024] [Accepted: 12/23/2024] [Indexed: 01/12/2025]  Open
5
Li JJ, Collins AGE. An algorithmic account for how humans efficiently learn, transfer, and compose hierarchically structured decision policies. Cognition 2025;254:105967. [PMID: 39368350 PMCID: PMC12052257 DOI: 10.1016/j.cognition.2024.105967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Revised: 09/17/2024] [Accepted: 09/23/2024] [Indexed: 10/07/2024]
6
Moskovitz T, Miller KJ, Sahani M, Botvinick MM. Understanding dual process cognition via the minimum description length principle. PLoS Comput Biol 2024;20:e1012383. [PMID: 39423224 PMCID: PMC11534269 DOI: 10.1371/journal.pcbi.1012383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 11/04/2024] [Accepted: 08/01/2024] [Indexed: 10/21/2024]  Open
7
Gershman SJ, Lak A. Policy complexity suppresses dopamine responses. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.15.613150. [PMID: 39345642 PMCID: PMC11429712 DOI: 10.1101/2024.09.15.613150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
8
Zhou D, Bornstein AM. Expanding horizons in reinforcement learning for curious exploration and creative planning. Behav Brain Sci 2024;47:e118. [PMID: 38770877 DOI: 10.1017/s0140525x23003394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
9
Malloy T, Gonzalez C. Applying Generative Artificial Intelligence to cognitive models of decision making. Front Psychol 2024;15:1387948. [PMID: 38765837 PMCID: PMC11100990 DOI: 10.3389/fpsyg.2024.1387948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Accepted: 04/12/2024] [Indexed: 05/22/2024]  Open
10
Arumugam D, Ho MK, Goodman ND, Van Roy B. Bayesian Reinforcement Learning With Limited Cognitive Load. Open Mind (Camb) 2024;8:395-438. [PMID: 38665544 PMCID: PMC11045037 DOI: 10.1162/opmi_a_00132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 02/16/2024] [Indexed: 04/28/2024]  Open
11
Colas JT, O’Doherty JP, Grafton ST. Active reinforcement learning versus action bias and hysteresis: control with a mixture of experts and nonexperts. PLoS Comput Biol 2024;20:e1011950. [PMID: 38552190 PMCID: PMC10980507 DOI: 10.1371/journal.pcbi.1011950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 02/26/2024] [Indexed: 04/01/2024]  Open
12
Wilbrecht L, Davidow JY. Goal-directed learning in adolescence: neurocognitive development and contextual influences. Nat Rev Neurosci 2024;25:176-194. [PMID: 38263216 DOI: 10.1038/s41583-023-00783-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/12/2023] [Indexed: 01/25/2024]
13
Wientjes S, Holroyd CB. The successor representation subserves hierarchical abstraction for goal-directed behavior. PLoS Comput Biol 2024;20:e1011312. [PMID: 38377074 PMCID: PMC10906840 DOI: 10.1371/journal.pcbi.1011312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 03/01/2024] [Accepted: 02/05/2024] [Indexed: 02/22/2024]  Open
14
Futrell R. An Information-Theoretic Account of Availability Effects in Language Production. Top Cogn Sci 2024;16:38-53. [PMID: 38145974 DOI: 10.1111/tops.12716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 11/30/2023] [Accepted: 12/01/2023] [Indexed: 12/27/2023]
15
Chen S, Futrell R, Mahowald K. An information-theoretic approach to the typology of spatial demonstratives. Cognition 2023;240:105505. [PMID: 37598582 DOI: 10.1016/j.cognition.2023.105505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 05/26/2023] [Accepted: 05/28/2023] [Indexed: 08/22/2023]
16
Futrell R. Information-theoretic principles in incremental language production. Proc Natl Acad Sci U S A 2023;120:e2220593120. [PMID: 37725652 PMCID: PMC10523564 DOI: 10.1073/pnas.2220593120] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 07/22/2023] [Indexed: 09/21/2023]  Open
17
Gong T, Gerstenberg T, Mayrhofer R, Bramley NR. Active causal structure learning in continuous time. Cogn Psychol 2023;140:101542. [PMID: 36586246 DOI: 10.1016/j.cogpsych.2022.101542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 12/07/2022] [Accepted: 12/11/2022] [Indexed: 12/30/2022]
18
Bari BA, Gershman SJ. Undermatching Is a Consequence of Policy Compression. J Neurosci 2023;43:447-457. [PMID: 36639891 PMCID: PMC9864556 DOI: 10.1523/jneurosci.1003-22.2022] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 10/14/2022] [Accepted: 11/17/2022] [Indexed: 12/12/2022]  Open
19
Catenacci Volpi N, Greaves M, Trendafilov D, Salge C, Pezzulo G, Polani D. Skilled motor control of an inverted pendulum implies low entropy of states but high entropy of actions. PLoS Comput Biol 2023;19:e1010810. [PMID: 36608159 PMCID: PMC9851554 DOI: 10.1371/journal.pcbi.1010810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 01/19/2023] [Accepted: 12/12/2022] [Indexed: 01/07/2023]  Open
20
Lancia GL, Eluchans M, D’Alessandro M, Spiers HJ, Pezzulo G. Humans account for cognitive costs when finding shortcuts: An information-theoretic analysis of navigation. PLoS Comput Biol 2023;19:e1010829. [PMID: 36608145 PMCID: PMC9851521 DOI: 10.1371/journal.pcbi.1010829] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 01/19/2023] [Accepted: 12/19/2022] [Indexed: 01/09/2023]  Open
21
Gershman SJ, Burke T. Mental control of uncertainty. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2022:10.3758/s13415-022-01034-8. [PMID: 36168079 DOI: 10.3758/s13415-022-01034-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 09/01/2022] [Indexed: 06/16/2023]
22
Beron CC, Neufeld SQ, Linderman SW, Sabatini BL. Mice exhibit stochastic and efficient action switching during probabilistic decision making. Proc Natl Acad Sci U S A 2022;119:e2113961119. [PMID: 35385355 PMCID: PMC9169659 DOI: 10.1073/pnas.2113961119] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Accepted: 03/03/2022] [Indexed: 12/05/2022]  Open
23
Sharp PB, Russek EM, Huys QJM, Dolan RJ, Eldar E. Humans perseverate on punishment avoidance goals in multigoal reinforcement learning. eLife 2022;11:e74402. [PMID: 35199640 PMCID: PMC8912924 DOI: 10.7554/elife.74402] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2021] [Accepted: 02/21/2022] [Indexed: 11/20/2022]  Open
24
Fine JM, Hayden BY. The whole prefrontal cortex is premotor cortex. Philos Trans R Soc Lond B Biol Sci 2022;377:20200524. [PMID: 34957853 PMCID: PMC8710885 DOI: 10.1098/rstb.2020.0524] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Accepted: 10/01/2021] [Indexed: 11/12/2022]  Open
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