Publications
Asterisks indicate shared lead/senior authorship.
In preparation
CG Correa, S Sanborn, MK Ho, F Callaway, ND Daw, TL Griffiths (in prep). Exploring the hierarchical structure of human plans via program generation.
F Callaway*, G Karreskog*, TL Griffiths (in prep). Rational Heuristics for One-Shot Games.
R Frömer, F Callaway, T Griffiths, A Shenhav (in prep). Considering what we know and what we don't know: Expectations and confidence guide value integration in value-based decision-making.
Journal articles
F Callaway, TL Griffiths, KA Norman (2023). Optimal metacognitive control of memory recall. Psychological Review.
PM Krueger*, F Callaway*, S Gul, F Lieder*, TL Griffiths* (in press). Identifying resource-rational heuristics for risky choice. Psychological Review.
F Callaway*, M Hardy*, TL Griffiths (2023). Optimal nudging for cognitively bounded agents: A framework for modeling, predicting, and controlling the effects of choice architectures. Psychological Review.
CG Correa, MK Ho, F Callaway, ND Daw, TL Griffiths (2023). Humans decompose tasks by trading off utility and computational cost. PLOS Computational Biology.
MY Li, F Callaway, WD Thompson, RP Adams, TL Griffiths (2023). Learning to learn functions. Cognitive Science.
F Callaway, YR Jain, B van Opheusden, P Das, G Iwama, S Gul, PM Krueger, F Becker, TL Griffiths*, F Lieder* (2022). Leveraging artificial intelligence to improve people's planning strategies. Proceedings of the National Academy of Sciences.
F Callaway, B van Opheusden, S Gul, PK Krueger, P Das, F Lieder*, TL Griffiths* (2022). Rational use of cognitive resources in human planning. Nature Human Behavior.
YR Jain, F Callaway, TL Griffiths, P Dayan, PM Krueger, F Lieder (2022). A computational process-tracing method for measuring people's planning strategies and how they change over time. Behavioral Research Methods.
F Callaway, A Rangel, TL Griffiths (2021). Fixation patterns in simple choice reflect optimal information sampling. PLoS Computational Biology.
TL Griffiths, F Callaway, MB Chang, E Grant, PM Krueger, F Lieder (2019). Doing more with less: meta-reasoning and meta-learning in humans and machines. Current Opinion in Behavioral Sciences.
Refereed conference papers
SJ Cheyette, F Callaway, NR Bramley, JD Nelson, J Tenenbaum (2023). People seek easily interpretable information. CogSci.
EG Liquin, F Callaway, T Lombrozo (2021). Developmental change in what elicits curiosity. CogSci.
A Kemtur, YR Jain, A Mehta, F Callaway, S Consul, J Stojcheski, F Lieder (2020). Leveraging machine learning to automatically derive robust planning strategies from biased models of the environment. CogSci.
F Callaway*, M Hardy*, TL Griffiths (2020). Optimal nudging. CogSci.
EG Liquin, F Callaway, T Lombrozo (2020). Quantifying curiosity: A formal approach to dissociating causes of curiosity. CogSci.
CG Correa, MK Ho, F Callaway, TL Griffiths (2020). Resource-rational task decomposition to minimize planning costs. CogSci.
YJ Raj, F Callaway, FL Lieder (2019). Measuring how people learn how to plan. CogSci.
F Callaway*, S Gul*, PM Krueger, TL Griffiths, F Lieder* (2018). Learning to select computations. Uncertainty in Artificial Intelligence.
F Callaway*, F Lieder*, P Das, S Gul, PM Krueger, TL Griffiths (2018). A resource-rational analysis of human planning. CogSci.
F Callaway, JB Hamrick, TL Griffiths (2017). Discovering simple heuristics from mental simulation. CogSci.