Beyond eye gaze: What else can eyetracking reveal about cognition and cognitive development? MK Eckstein, B Guerra-Carrillo, ATM Singley, SA Bunge Developmental cognitive neuroscience 25, 69-91, 2017 | 681 | 2017 |
What do reinforcement learning models measure? Interpreting model parameters in cognition and neuroscience MK Eckstein, L Wilbrecht, AGE Collins Current opinion in behavioral sciences 41, 128-137, 2021 | 70 | 2021 |
Disentangling the systems contributing to changes in learning during adolescence SL Master, MK Eckstein, N Gotlieb, R Dahl, L Wilbrecht, AGE Collins Developmental cognitive neuroscience 41, 100732, 2020 | 66 | 2020 |
Computational evidence for hierarchically structured reinforcement learning in humans MK Eckstein, AGE Collins Proceedings of the National Academy of Sciences 117 (47), 29381-29389, 2020 | 65 | 2020 |
The interpretation of computational model parameters depends on the context MK Eckstein, SL Master, L Xia, RE Dahl, L Wilbrecht, AGE Collins Elife 11, e75474, 2022 | 52 | 2022 |
The unique advantage of adolescents in probabilistic reversal: Reinforcement learning and Bayesian inference provide adequate and complementary models MK Eckstein, SL Master, RE Dahl, L Wilbrecht, AGE Collins | 46* | 2021 |
Options as responses: Grounding behavioural hierarchies in multi-agent reinforcement learning A Vezhnevets, Y Wu, M Eckstein, R Leblond, JZ Leibo International Conference on Machine Learning, 9733-9742, 2020 | 29 | 2020 |
Modeling changes in probabilistic reinforcement learning during adolescence L Xia, SL Master, MK Eckstein, B Baribault, RE Dahl, L Wilbrecht, ... PLoS computational biology 17 (7), e1008524, 2021 | 23 | 2021 |
Beyond eye gaze: what else can eyetracking reveal about cognition and cognitive development? Dev. Cogn. Neurosci. 25, 69–91 MK Eckstein, B Guerra-Carrillo, AT Miller Singley, SA Bunge | 16 | 2017 |
Learning under uncertainty changes during adolescence L Xia, SL Master, M Eckstein, L Wilbrecht, AGE Collins | 13 | 2020 |
How the inference of hierarchical rules unfolds over time MK Eckstein, A Starr, SA Bunge Cognition 185, 151-162, 2019 | 12 | 2019 |
How the mind creates structure: Hierarchical learning of action sequences MK Eckstein, AGE Collins CogSci... Annual Conference of the Cognitive Science Society. Cognitive …, 2021 | 9 | 2021 |
Beyond eye gaze: What else can eyetracking reveal about cognition and cognitive development? Dev Cogn Neurosci. 2017; 25: 69–91 MK Eckstein, B Guerra-Carrillo, AT Miller Singley, SA Bunge | 9 | |
Cognitive model discovery via disentangled rnns K Miller, M Eckstein, M Botvinick, Z Kurth-Nelson Advances in Neural Information Processing Systems 36, 2024 | 6 | 2024 |
Predictive and interpretable: Combining artificial neural networks and classic cognitive models to understand human learning and decision making MK Eckstein, C Summerfield, ND Daw, KJ Miller BioRxiv, 2023.05. 17.541226, 2023 | 5 | 2023 |
Evidence for hierarchically-structured reinforcement learning in humans. MK Eckstein, A Collins CogSci, 2018 | 2 | 2018 |
Nucleus accumbens dopamine release reflects Bayesian inference during instrumental learning AJ Qü, LH Tai, CD Hall, EM Tu, MK Eckstein, K Mishchanchuk, WC Lin, ... bioRxiv, 2023 | 1 | 2023 |
Learning agents that acquire representations of social groups. JZ Leibo, AS Vezhnevets, MK Eckstein, JP Agapiou, EA Duéñez-Guzmán Behavioral & Brain Sciences 45, 2022 | 1 | 2022 |
Reinforcement learning and Bayesian inference provide complementary models for the of adolescents in stochastic reversal MK Eckstein, SL Master, RE Dahl, L Wilbrecht, AGE Collins DEVELOPMENTAL COGNITIVE NEUROSCIENCE 55, 2022 | | 2022 |
" Beyond eye gaze: What else can eyetracking reveal about cognition and cognitive development?": Erratum. MK Eckstein, B Guerra-Carrillo, AT Miller Singley, SA Bunge Elsevier Science, 2020 | | 2020 |