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F Foundations P Perception E Education CI Causal Induction CD Cognitive Development PR Probabilistic Reasoning RPM Rational Process Models S&C Similarity and Categorization SML Statistical Models of Language NBM Nonparametric Bayesian Models CEIL Cultural Evolution and Iterated Learning DMRL Decision Making and Reinforcement Learning
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By Callaway, F.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)
DMRL Russek, E. M. , Callaway, F. , & Griffiths, T. L. (2024). Inverting cognitive models with neural networks to infer preferences from fixations. Cognitive Science, 48(11) , e70015. (pdf)
RPM DMRL Callaway, F. , Griffiths, T. L. , & Karreskog, G. (2023). Rational heuristics for one-shot games. (preprint)
RPM DMRL Callaway, F. , Griffiths, T. L. , Norman, K. A. , & Zhang, Q. (2023). Optimal metacognitive control of memory recall. Psychological Review. (pdf)
RPM DMRL Callaway, F. , Hardy, M. , & Griffiths, T. L. (2023). Optimal nudging for cognitively bounded agents: A framework for modeling, predicting, and controlling the effects of choice architectures. Psychological Review. (preprint)
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)
RPM DMRL Jain, Y. R. , Callaway, F. , Griffiths, T. L. , Dayan, P. , He, R. , Krueger, P. M. , & Lieder, F. (2023). A computational process-tracing method for measuring people’s planning strategies and how they change over time. Behavior Research Methods, 55 , 2037–2079. (pdf)
PR NBM Li, M. Y. , Callaway, F. , Thompson, W. D. , Adams, R. , & Griffiths, T. L. (2023). Learning to learn functions. Cognitive Science, 47 (4), e13262. (pdf)
RPM DMRL Callaway, F. , Jain, Y. R. , van Opheusden, B. , Das, P. , Iwama, G. , Gul, S. , Krueger, P. M. , Becker, F. , Griffiths, T. L. , & Lieder, F. (2022). Leveraging artificial intelligence to improve people’s planning strategies. Proceedings of the National Academy of Sciences, 119(12) , e2117432119. (pdf)
RPM DMRL Callaway, F. , van Opheusden, B. , Gul, S. , Das, P. , Krueger, P. M. , Griffiths, T. L. , & Lieder, F. (2022). Rational use of cognitive resources in human planning. Nature Human Behaviour, 6, 1–14. (pdf)
RPM DMRL Callaway, F. , Rangel, A. , & Griffiths, T. L. (2021). Fixation patterns in simple choice reflect optimal information sampling. PLOS Computational Biology, 17 (3), e1008863. (pdf)
PR DMRL Gates, V. , Callaway, F. , Ho, M. K. , Griffiths, T. (2021). A rational model of people's inferences about others' preferences based on response times. Cognition, 217 , 104885. (pdf)
RPM DMRL Callaway, F. , Hardy, M. , & Griffiths, T. L. (2020). Optimal nudging. Proceedings of the 42nd Annual Conference of the Cognitive Science Society. (pdf)
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)
F RPM Griffiths, T. L. , Callaway, F. , Chang, M. B. , Grant, E. , Krueger, P. M. , & Lieder, F. (2019). Doing more with less: meta-reasoning and meta-learning in humans and machines. Current Opinion in Behavioral Sciences, 29 , 24-30. (pdf)
DMRL Lieder, F. , Callaway, F. , Jain, Y. R. , Krueger, P. M. , Das, P. , Gul, S. , & Griffiths, T. L. (2019). A cognitive tutor for helping people overcome present bias. Proceedings of the Fourth Multidisciplinary Conference on Reinforcement Learning and Decision Making . (pdf)
RPM DMRL Callaway, F. , Gul, S. , Krueger, P. M. , Griffiths, T. L. , & Lieder, F. (2018). Learning to select computations. Proceedings of the 35th Conference on Uncertainty in Artificial Intelligence . (pdf)
RPM DMRL Callaway, F. , Lieder, F. , Das, P. , Gul, S. , Krueger, P. M. , & Griffiths, T. L. (2018). A resource-rational analysis of human planning. Proceedings of the 40th Annual Conference of the Cognitive Science Society. (pdf)
P CI Callaway, F. , Hamrick, J. B. , & Griffiths, T. L. (2017). Discovering simple heuristics from mental simulation. Proceedings of the 39th Annual Conference of the Cognitive Science Society. (pdf)