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Maria Eckstein
Maria Eckstein
Research Scientist, DeepMind
Adresse e-mail validée de deepmind.com - Page d'accueil
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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
6752017
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
692021
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
652020
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
642020
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
502022
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
44*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
292020
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
232021
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
162017
Learning under uncertainty changes during adolescence
L Xia, SL Master, M Eckstein, L Wilbrecht, AGE Collins
132020
How the inference of hierarchical rules unfolds over time
MK Eckstein, A Starr, SA Bunge
Cognition 185, 151-162, 2019
122019
How the mind creates structure: Hierarchical learning of action sequences
MK Eckstein, AGE Collins
CogSci... Annual Conference of the Cognitive Science Society. Cognitive …, 2021
92021
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
52024
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
52023
Evidence for hierarchically-structured reinforcement learning in humans.
MK Eckstein, A Collins
CogSci, 2018
22018
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
12023
Learning agents that acquire representations of social groups.
JZ Leibo, AS Vezhnevets, MK Eckstein, JP Agapiou, EA Duéñez-Guzmán
Behavioral & Brain Sciences 45, 2022
12022
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
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