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For: Niv Y, Langdon A. Reinforcement learning with Marr. Curr Opin Behav Sci 2016;11:67-73. [PMID: 27408906 PMCID: PMC4939081 DOI: 10.1016/j.cobeha.2016.04.005] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Number Cited by Other Article(s)
1
Fang Z, Sims CR. Humans learn generalizable representations through efficient coding. Nat Commun 2025;16:3989. [PMID: 40295498 PMCID: PMC12037794 DOI: 10.1038/s41467-025-58848-6] [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: 12/14/2023] [Accepted: 04/01/2025] [Indexed: 04/30/2025]  Open
2
Bein O, Niv Y. Schemas, reinforcement learning and the medial prefrontal cortex. Nat Rev Neurosci 2025;26:141-157. [PMID: 39775183 DOI: 10.1038/s41583-024-00893-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/03/2024] [Indexed: 01/11/2025]
3
Wurm F, van der Ham IJM, Schomaker J. The ins and outs of unpacking the black box: Understanding motivation using a multi-level approach. Behav Brain Sci 2025;48:e49. [PMID: 39886896 DOI: 10.1017/s0140525x24000566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2025]
4
Lamba A, Frank MJ, FeldmanHall O. Keeping an Eye Out for Change: Anxiety Disrupts Adaptive Resolution of Policy Uncertainty. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2024;9:1188-1198. [PMID: 39069235 DOI: 10.1016/j.bpsc.2024.07.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2024] [Revised: 07/17/2024] [Accepted: 07/17/2024] [Indexed: 07/30/2024]
5
Brown VM, Lee J, Wang J, Casas B, Chiu PH. Reinforcement-Learning-Informed Queries Guide Behavioral Change. Clin Psychol Sci 2024;12:1146-1161. [PMID: 39635456 PMCID: PMC11617014 DOI: 10.1177/21677026231213368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/07/2024]
6
Heijnen S, Sleutels J, de Kleijn R. Model Virtues in Computational Cognitive Neuroscience. J Cogn Neurosci 2024;36:1683-1694. [PMID: 38739562 DOI: 10.1162/jocn_a_02183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
7
Wärnberg E, Kumar A. Feasibility of dopamine as a vector-valued feedback signal in the basal ganglia. Proc Natl Acad Sci U S A 2023;120:e2221994120. [PMID: 37527344 PMCID: PMC10410740 DOI: 10.1073/pnas.2221994120] [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: 12/29/2022] [Accepted: 06/08/2023] [Indexed: 08/03/2023]  Open
8
Rosenblau G, Frolichs K, Korn CW. A neuro-computational social learning framework to facilitate transdiagnostic classification and treatment across psychiatric disorders. Neurosci Biobehav Rev 2023;149:105181. [PMID: 37062494 PMCID: PMC10236440 DOI: 10.1016/j.neubiorev.2023.105181] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 03/14/2023] [Accepted: 04/13/2023] [Indexed: 04/18/2023]
9
Sherif MA, Fotros A, Greenberg BD, McLaughlin NCR. Understanding cingulotomy's therapeutic effect in OCD through computer models. Front Integr Neurosci 2023;16:889831. [PMID: 36704759 PMCID: PMC9871832 DOI: 10.3389/fnint.2022.889831] [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: 03/04/2022] [Accepted: 12/05/2022] [Indexed: 01/12/2023]  Open
10
Incorporating social knowledge structures into computational models. Nat Commun 2022;13:6205. [PMID: 36266284 PMCID: PMC9584930 DOI: 10.1038/s41467-022-33418-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 09/16/2022] [Indexed: 12/24/2022]  Open
11
Efficient coding of cognitive variables underlies dopamine response and choice behavior. Nat Neurosci 2022;25:738-748. [PMID: 35668173 DOI: 10.1038/s41593-022-01085-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Accepted: 04/26/2022] [Indexed: 11/26/2022]
12
Dennison JB, Sazhin D, Smith DV. Decision neuroscience and neuroeconomics: Recent progress and ongoing challenges. WILEY INTERDISCIPLINARY REVIEWS. COGNITIVE SCIENCE 2022;13:e1589. [PMID: 35137549 PMCID: PMC9124684 DOI: 10.1002/wcs.1589] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 11/28/2021] [Accepted: 12/21/2021] [Indexed: 01/10/2023]
13
Collins AGE, Shenhav A. Advances in modeling learning and decision-making in neuroscience. Neuropsychopharmacology 2022;47:104-118. [PMID: 34453117 PMCID: PMC8617262 DOI: 10.1038/s41386-021-01126-y] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2021] [Revised: 07/14/2021] [Accepted: 07/22/2021] [Indexed: 02/07/2023]
14
[Negative valence systems in the system of research domain criteria : Empirical results and new developments]. DER NERVENARZT 2021;92:868-877. [PMID: 34351434 DOI: 10.1007/s00115-021-01166-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 06/25/2021] [Indexed: 10/20/2022]
15
Xia L, Collins AGE. Temporal and state abstractions for efficient learning, transfer, and composition in humans. Psychol Rev 2021;128:643-666. [PMID: 34014709 PMCID: PMC8485577 DOI: 10.1037/rev0000295] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
16
Xu HA, Modirshanechi A, Lehmann MP, Gerstner W, Herzog MH. Novelty is not surprise: Human exploratory and adaptive behavior in sequential decision-making. PLoS Comput Biol 2021;17:e1009070. [PMID: 34081705 PMCID: PMC8205159 DOI: 10.1371/journal.pcbi.1009070] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 06/15/2021] [Accepted: 05/12/2021] [Indexed: 11/19/2022]  Open
17
Zhang Z, Wang S, Good M, Hristova S, Kayser AS, Hsu M. Retrieval-constrained valuation: Toward prediction of open-ended decisions. Proc Natl Acad Sci U S A 2021;118:e2022685118. [PMID: 33990466 PMCID: PMC8157967 DOI: 10.1073/pnas.2022685118] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]  Open
18
Vélez N, Gweon H. Learning from other minds: an optimistic critique of reinforcement learning models of social learning. Curr Opin Behav Sci 2021;38:110-115. [DOI: 10.1016/j.cobeha.2021.01.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
19
Cross L, Cockburn J, Yue Y, O'Doherty JP. Using deep reinforcement learning to reveal how the brain encodes abstract state-space representations in high-dimensional environments. Neuron 2021;109:724-738.e7. [PMID: 33326755 PMCID: PMC7897245 DOI: 10.1016/j.neuron.2020.11.021] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Revised: 10/15/2020] [Accepted: 11/17/2020] [Indexed: 11/21/2022]
20
Alexander WH, Womelsdorf T. Interactions of Medial and Lateral Prefrontal Cortex in Hierarchical Predictive Coding. Front Comput Neurosci 2021;15:605271. [PMID: 33613221 PMCID: PMC7888340 DOI: 10.3389/fncom.2021.605271] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Accepted: 01/08/2021] [Indexed: 11/13/2022]  Open
21
Korn CW, Rosenblau G. How Do Teens and Adults Learn About Other People? ACTA ACUST UNITED AC 2020. [DOI: 10.3389/frym.2020.563084] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
22
Lockwood PL, Apps MAJ, Chang SWC. Is There a 'Social' Brain? Implementations and Algorithms. Trends Cogn Sci 2020;24:802-813. [PMID: 32736965 DOI: 10.1016/j.tics.2020.06.011] [Citation(s) in RCA: 116] [Impact Index Per Article: 23.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Revised: 06/29/2020] [Accepted: 06/30/2020] [Indexed: 12/21/2022]
23
A reinforcement-learning approach to efficient communication. PLoS One 2020;15:e0234894. [PMID: 32667959 PMCID: PMC7363069 DOI: 10.1371/journal.pone.0234894] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2018] [Accepted: 06/04/2020] [Indexed: 11/19/2022]  Open
24
Learning task-state representations. Nat Neurosci 2019;22:1544-1553. [PMID: 31551597 DOI: 10.1038/s41593-019-0470-8] [Citation(s) in RCA: 161] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2019] [Accepted: 07/19/2019] [Indexed: 01/10/2023]
25
Petter EA, Gershman SJ, Meck WH. Integrating Models of Interval Timing and Reinforcement Learning. Trends Cogn Sci 2019;22:911-922. [PMID: 30266150 DOI: 10.1016/j.tics.2018.08.004] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2018] [Revised: 07/23/2018] [Accepted: 08/13/2018] [Indexed: 10/28/2022]
26
A Computational Model of Dual Competition between the Basal Ganglia and the Cortex. eNeuro 2019;5:eN-TNC-0339-17. [PMID: 30627653 PMCID: PMC6325557 DOI: 10.1523/eneuro.0339-17.2018] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Revised: 11/15/2018] [Accepted: 11/16/2018] [Indexed: 01/16/2023]  Open
27
Sun Q, Zhang M, Mujumdar AS. Recent developments of artificial intelligence in drying of fresh food: A review. Crit Rev Food Sci Nutr 2018;59:2258-2275. [PMID: 29493285 DOI: 10.1080/10408398.2018.1446900] [Citation(s) in RCA: 74] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
28
Song HF, Yang GR, Wang XJ. Reward-based training of recurrent neural networks for cognitive and value-based tasks. eLife 2017;6:e21492. [PMID: 28084991 PMCID: PMC5293493 DOI: 10.7554/elife.21492] [Citation(s) in RCA: 85] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2016] [Accepted: 01/12/2017] [Indexed: 01/27/2023]  Open
29
Kato A, Morita K. Forgetting in Reinforcement Learning Links Sustained Dopamine Signals to Motivation. PLoS Comput Biol 2016;12:e1005145. [PMID: 27736881 PMCID: PMC5063413 DOI: 10.1371/journal.pcbi.1005145] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2016] [Accepted: 09/14/2016] [Indexed: 12/12/2022]  Open
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