Publications

Google Scholar

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.