Presenter:

Michael Frank, Brown University Laboratory of Neural Computation and Cognition [PUBS] [SLIDES] [VIDEO PART I] [VIDEO PART II]

Readings:

Primary: Collins and Frank [2] [PDF] Secondary: Collins and Frank [3] [PDF], Collins and Frank [1] [PDF], Lehnert et al [5] [PDF], Franklin and Frank [4] [PDF]

References:

[1]   Anne G. E. Collins and M. J. Frank. Opponent actor learning (OpAL): modeling interactive effects of striatal dopamine on reinforcement learning and choice incentive. Psychological Review, 121(3):337--366, 2014.

[2]   Anne G. E. Collins and Michael J. Frank. Cognitive control over learning: creating, clustering, and generalizing task-set structure. Psychological Review, 120:190--229, 2013.

[3]   Anne Gabrielle Eva Collins and Michael Joshua Frank. Neural signature of hierarchically structured expectations predicts clustering and transfer of rule sets in reinforcement learning. Cognition, 152:160--169, 2016.

[4]   Nicholas T. Franklin and Michael J. Frank. Compositional clustering in task structure learning. PLoS Computational Biology, 4:e1006116, 2018.

[5]   Lucas Lehnert, Michael Littman, and Michael J. Frank. Model-based knowledge representations. In Proceedings of The 4th Multidisciplinary Conference on Reinforcement Learning and Decision Making, 2018.