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DMRL Correa, C. G. , Griffiths, T. L. , & Daw, N. D. (2024). Program-Based Strategy Induction for Reinforcement Learning. 46th Annual Meeting of the Cognitive Science Society. (pdf)
DMRL Correa, C. G. , Sanborn, S. , Ho, M. K. , Callaway, F. , Daw, N. D. , & Griffiths, T. L. (2024). Exploring the hierarchical structure of human plans via program generation. Cognition, 255 , 105990. (pdf)
RPM DMRL Correa, C. G. , Ho, M. K. , Callaway, F. , Daw, N. D. , Griffiths, T. L. (2023). Humans decompose tasks by trading off utility and computational cost. PLOS Computational Biology, 19 (6), e1011087. (pdf)
DMRL He, R. , Correa, C. G. , Griffiths, T. L. , & Ho, M. K. (2023). Structurally guided task decomposition in spatial navigation tasks (Student Abstract). Proceedings of the AAAI Conference on Artificial Intelligence, 38 . (pdf)
RPM DMRL Ho, M. K. , Abel, D. , Correa, C. G. , Littman, M. L. , Cohen, J. D. , & Griffiths, T. L. (2022). People construct simplified mental representations to plan. Nature, 606 (7912), 129-136. (pdf)
SML DMRL Kumar, S. , Correa, C. G. , Dasgupta, I. , Marjieh, R. , Hu, M. Y. , Hawkins, R.D. , Daw, N. D. , Cohen, J. D. , Narasimhan, K. R. , & Griffiths, T. L. (2022). Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines. Advances in Neural Information Processing Systems, 36. (preprint)
RPM DMRL Correa, C. G.* , Ho, M. K.* , Callaway, F. , & Griffiths, T. L. (2020). Resource-rational Task Decomposition to Minimize Planning Costs. Proceedings of the 42nd Annual Conference of the Cognitive Science Society. (pdf)