Correa, C. G., Sanborn, S., Ho, M. K., Callaway, F., Daw, N. D., Griffiths, T. L. (Under review). Exploring the hierarchical structure of human plans via program generation. [preprint] [twitter] [analysis code] [experiment code] [experiment demo]
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. [paper] [preprint] [twitter] [code]
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. [paper] [preprint]
Goldstein-Piekarski, A. N., Wielgosz, J., Xiao, L., Stetz, P., Correa, C. G., …, Williams, L. M. (2021). Early changes in neural circuit function engaged by negative emotion and modified by behavioural intervention are associated with depression and problem-solving outcomes: A report from the ENGAGE randomized controlled trial. EBioMedicine.
Leikauf J. E., Correa C., Bueno A. N., Sempere V. P., Williams L. M. (2021). StopWatch: Pilot study for an Apple Watch application for youth with ADHD. Digital Health.
Williams, L. M., Pines, A., Goldstein-Piekarski, A. N., Rosas, L. G., Kullar, M., Sacchet, M. D., Gevaert, O., Bailenson, J., Lavori, P. W., Dagum, P., Wandell, B., Correa, C., …, Ma, J. (2017). The ENGAGE study: Integrating neuroimaging, virtual reality and smartphone sensing to understand self-regulation for managing depression and obesity in a precision medicine model. Behaviour Research and Therapy.
Conference Proceedings
Correa, C. G., Griffiths, T. L., Daw, N. D. (2024). Program-Based Strategy Induction for Reinforcement Learning. In Proceedings of the 46th Annual Conference of the Cognitive Science Society. Accepted for oral presentation. [preprint]
Kumar, S., Correa, C. G., Dasgupta, I., Marjieh, R., Hu, M. Y., Hawkins, R. D., Daw, N. D., Cohen, J. D., Narasimhan, K., & Griffiths, T. L. (2022). Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines. In Advances in Neural Information Processing Systems. Outstanding paper award (13 of 9634 full paper submissions). [paper]
Correa, C. G.*, Ho, M. K.*, Callaway, F., Griffiths, T. L. (2020). Resource-rational Task Decomposition to Minimize Planning Costs. In Proceedings of the 42nd Annual Conference of the Cognitive Science Society. [paper] [poster] [twitter] [planning cost demo]
Leikauf, J. E., Bueno, A. N., Correa, C. G., Sempere, V. P., Williams, L. M. (2019, October). Apple Watch Pilot for Youth with Attention-Deficit/Hyperactivity Disorder. Poster presented at the Annual Meeting of the American Academy of Child and Adolescent Psychiatry, Chicago, Illinois.
Correa, C. G., Callaway, F., Ho, M. K., Griffiths, T. L. (2019, July). Compositional subgoal representations. Poster presented at the Annual Conference of the Cognitive Science Society, Montreal, Qu├ębec, Canada.