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A. Collins · SciRah

Researcher profile · Semantic Scholar

A. Collins

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A. Collins — researcher profile on SciRah

h-index: 19
Works: 42
Citations: 2,271

Most-cited papers

Reasoning, Learning, and Creativity: Frontal Lobe Function and Human Decision-Making
A. Collins, E. Koechlin
2012PLoS Biology556 citations Open access
Semantic Scholar
Foundations of human reasoning in the prefrontal cortex
Maël Donoso, A. Collins, E. Koechlin
2014Science401 citations
Semantic Scholar
Within- and across-trial dynamics of human EEG reveal cooperative interplay between reinforcement learning and working memory
A. Collins, M. Frank
2017Proceedings of the National Academy of Sciences of the United States of America136 citations Open access
Semantic Scholar
Working Memory Load Strengthens Reward Prediction Errors
A. Collins, Brittany Ciullo, M. Frank, David Badre
2017Journal of Neuroscience118 citations Open access
Semantic Scholar
Beyond simple dichotomies in reinforcement learning.
A. Collins, Jeffrey Cockburn
2020Nature Reviews Neuroscience109 citations Open access
Semantic Scholar
The tortoise and the hare: interactions between reinforcement learning and working memory
A. Collins
2017bioRxiv98 citations Open access
Semantic Scholar
Computational Mechanisms of Effort and Reward Decisions in Patients With Depression and Their Association With Relapse After Antidepressant Discontinuation.
I. Berwian, J. Wenzel, A. Collins, E. Seifritz +3 more
2020JAMA psychiatry92 citations Open access
Semantic Scholar
The interpretation of computational model parameters depends on the context
Maria K. Eckstein, Sarah L. Master, Liyu Xia, R. Dahl +2 more
2021bioRxiv89 citations Open access
Semantic Scholar
Computational evidence for hierarchically structured reinforcement learning in humans
Maria K. Eckstein, A. Collins
2019Proceedings of the National Academy of Sciences of the United States of America87 citations Open access
Semantic Scholar
Neural signature of hierarchically structured expectations predicts clustering and transfer within and across rule sets
A. Collins, M. Frank
2016Cognition79 citations Open access
Semantic Scholar
Advances in modeling learning and decision-making in neuroscience
A. Collins, A. Shenhav
2021Neuropsychopharmacology73 citations Open access
Semantic Scholar
How Working Memory and Reinforcement Learning Are Intertwined: A Cognitive, Neural, and Computational Perspective
Aspen H. Yoo, A. Collins
2021Journal of Cognitive Neuroscience63 citations Open access
Semantic Scholar
The Cost of Structure Learning
A. Collins
2017Journal of Cognitive Neuroscience37 citations
Semantic Scholar
Reinforcement learning: bringing together computation and cognition
A. Collins
2019Current Opinion in Behavioral Sciences36 citations Open access
Semantic Scholar
Reinforcement Learning and Bayesian Inference Provide Complementary Models for the Unique Advantage of Adolescents in Stochastic Reversal
Maria K. Eckstein, Sarah L. Master, R. Dahl, L. Wilbrecht +1 more
2020bioRxiv33 citations Open access
Semantic Scholar
Event segmentation reveals working memory forgetting rate
A. Jafarpour, E. Buffalo, R. Knight, A. Collins
2019bioRxiv30 citations Open access
Semantic Scholar
Temporal and state abstractions for efficient learning, transfer and composition in humans
Liyu Xia, A. Collins
2020bioRxiv29 citations Open access
Semantic Scholar
Troubleshooting Bayesian cognitive models: A tutorial with matstanlib
Beth Baribault, A. Collins
2023Psychological methods26 citations Open access
Semantic Scholar
Sequential Control Underlies Robust Ramping Dynamics in the Rostrolateral Prefrontal Cortex
Theresa M. Desrochers, A. Collins, David Badre
2018Journal of Neuroscience26 citations Open access
Semantic Scholar
Age-related differences in prefrontal glutamate are associated with increased working memory decay that gives the appearance of learning deficits
Milena Rmus, Ming-Jian He, Beth Baribault, Edward G. Walsh +3 more
2023bioRxiv19 citations Open access
Semantic Scholar
Executive Function Assigns Value to Novel Goal-Congruent Outcomes.
S. McDougle, Ian C. Ballard, Beth Baribault, S. Bishop +1 more
2021Cerebral Cortex19 citations Open access
Semantic Scholar
How the Mind Creates Structure: Hierarchical Learning of Action Sequences
Maria K. Eckstein, A. Collins
2021Annual Meeting of the Cognitive Science Society16 citations
Semantic Scholar
Learning Structures Through Reinforcement
A. Collins
201816 citations Open access
Semantic Scholar
Motor Demands Constrain Cognitive Rule Structures
A. Collins, M. Frank
2016PLoS Comput. Biol.16 citations Open access
Semantic Scholar
Choice Type Impacts Human Reinforcement Learning
Milena Rmus, Amy R. Zou, A. Collins
2022Journal of Cognitive Neuroscience10 citations Open access
Semantic Scholar
Impulsivity Relates to Multi-Trial Choice Strategy in Probabilistic Reversal Learning
Amy R. Zou, D. E. Muñoz Lopez, Sheri L. Johnson, A. Collins
2021Frontiers in Psychiatry10 citations Open access
Semantic Scholar
Context is key for learning motor skills
A. Collins, S. McDougle
2021Nature9 citations
Semantic Scholar
Learning under uncertainty changes during adolescence
Liyu Xia, Sarah L. Master, Maria K. Eckstein, L. Wilbrecht +1 more
2020Annual Meeting of the Cognitive Science Society8 citations
Semantic Scholar
Prefrontal Cortex in Control: Broadening the Scope to Identify Mechanisms
W. Alexander, Joshua W. Brown, A. Collins, B. Hayden +1 more
2018Journal of Cognitive Neuroscience8 citations Open access
Semantic Scholar
Supplementary Information for Temporal and state abstractions for eﬃcient learning, transfer and composition in humans Potential asymmetry in Block 7 of Experiment 1
Liyu Xia, A. Collins
20217 citations
Semantic Scholar
Lowered inter-stimulus discriminability hurts incremental contributions to learning
Aspen H. Yoo, Haley Keglovits, A. Collins
2023Cognitive, Affective, & Behavioral Neuroscience6 citations Open access
Semantic Scholar
Dynamic noise estimation: A generalized method for modeling noise in sequential decision-making behavior
Jing-Jing Li, Cheng-Chun Shi, Le-Xin Li, A. Collins
20233 citations
Semantic Scholar
Troubleshooting Bayesian cognitive models: A tutorial with matstanlib
Beth Baribault, A. Collins
20213 citations Open access
Semantic Scholar
Executive modulation of brain reward systems endows goals with value
S. McDougle, Ian C. Ballard, Beth Baribault, S. Bishop +1 more
2020bioRxiv2 citations Open access
Semantic Scholar
F138. A Combined Reinforcement-Learning Drift-Diffusion Model to Understand Choice Behaviour in Remitted Depression and Relapse After Antidepressant Discontinuation
I. Berwian, M. Schneebeli, Daniel Renz, A. Collins +3 more
2019Biological Psychiatry2 citations
Semantic Scholar
Plucking a string or playing a G? Choice type impacts human reinforcement learning
Milena Rmus, Amy R. Zou, A. Collins
2021bioRxiv1 citations Open access
Semantic Scholar
CHAPTER 5 Learning Structures Through Reinforcement
A. Collins
20181 citations
Semantic Scholar
Humans imperfectly recruit reward systems as they learn to achieve novel goals
Gaia Molinaro, A. Collins
20222022 Conference on Cognitive Computational Neuroscience0 citations Open access
Semantic Scholar
The Role of Episodic Memory in Stimulus-Action Association Learning
Soo-Min Hong, Aspen H. Yoo, A. Collins
20222022 Conference on Cognitive Computational Neuroscience0 citations Open access
Semantic Scholar
Using Deep Learning tools for fitting Reinforcement Learning Models
Milena Rmus, Jimmy Xia, Jasmine Collins, A. Collins
20222022 Conference on Cognitive Computational Neuroscience0 citations Open access
Semantic Scholar
Executive function supports single-shot endowment of value to arbitrary transient goals
S. McDougle, Ian C. Ballard, Beth Baribault, S. Bishop +1 more
20200 citations Open access
Semantic Scholar
pFC in Control: Broadening the Scope to Identify Mechanisms
W. Alexander, Joshua W. Brown, A. Collins, B. Hayden +1 more
20170 citations
Semantic Scholar

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