Home
People
Publications
See
Google Scholar
for a complete publication list.
Featured Work
Nat. Hum.
Behav. 2025
Capturing the complexity of human strategic decision-making with machine learning
Zhu, Peterson, Enke, Griffiths
PDF
Nature 2025
A foundation model to predict and capture human cognition
Binz, ..., Peterson, et al.
PDF
Nat. Hum.
Behav. 2025
Predicting human decisions with behavioral theories and machine learning
Plonsky, ..., Peterson, et al.
PDF
ICLR 2025
Large language models assume people are more rational than we really are
Liu, Geng, Peterson, Sucholutsky, Griffiths
PDF
UAI 2023
On the informativeness of supervision signals
Sucholutsky, Battleday, Collins, Marjieh, Peterson, Singh, Bhatt, Jacoby, Weller, Griffiths
PDF
PNAS 2022
Deep models of superficial face judgments
Peterson, Uddenberg, Griffiths, Todorov, Suchow
PDF
Dataset
Science 2021
Using large-scale experiments and machine learning to discover theories of human decision-making
Peterson, Bourgin, Agrawal, Reichman, Griffiths
PDF
Dataset
Nat. Comms
2020
Capturing human categorization of natural images by combining deep networks and cognitive models
Battleday*, Peterson*, Griffiths
PDF
Dataset
PNAS 2020
Scaling up psychology via Scientific Regret Minimization
Agrawal, Peterson, Griffiths
PDF
Dataset
ICCV 2019
Human uncertainty makes classification more robust
Peterson*, Battleday*, Griffiths, Russakovsky
PDF
Dataset
ICML 2019
Cognitive model priors for predicting human decisions
Bourgin*, Peterson*, Reichman, Griffiths, Russell
PDF
Dataset
Other Work
Decision
2024
Machine learning for modeling human decisions
Reichman, Peterson, Griffiths
PDF
JEP: Gen.
2024
The Universal Law of Generalization holds for naturalistic stimuli
Marjieh, Jacoby, Peterson, Griffiths
PDF
JEP: Gen.
2023
Stress, intertemporal choice, and mitigation behavior during the COVID-19 pandemic
Agrawal, Peterson, Cohen, Griffiths
PDF
Ann. NYAS
2021
From convolutional neural networks to models of higher-level cognition (and back again)
Battleday*, Peterson*, Griffiths
PDF