Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Joshua C. Peterson

End-to-end Deep Prototype and Exemplar Models for Predicting Human Behavior


Jul 17, 2020
Pulkit Singh, Joshua C. Peterson, Ruairidh M. Battleday, Thomas L. Griffiths

* 7 pages, 4 figures, 2 tables. Accepted as a paper to the 42nd Annual Meeting of the Cognitive Science Society (CogSci 2020) 

  Access Paper or Ask Questions

Scaling up Psychology via Scientific Regret Minimization: A Case Study in Moral Decision-Making


Oct 16, 2019
Mayank Agrawal, Joshua C. Peterson, Thomas L. Griffiths


  Access Paper or Ask Questions

Human uncertainty makes classification more robust


Aug 19, 2019
Joshua C. Peterson, Ruairidh M. Battleday, Thomas L. Griffiths, Olga Russakovsky

* In Proceedings of the 2019 IEEE International Conference on Computer Vision (ICCV) 

  Access Paper or Ask Questions

Cognitive Model Priors for Predicting Human Decisions


May 22, 2019
David D. Bourgin, Joshua C. Peterson, Daniel Reichman, Thomas L. Griffiths, Stuart J. Russell

* ICML 2019 

  Access Paper or Ask Questions

Capturing human categorization of natural images at scale by combining deep networks and cognitive models


Apr 26, 2019
Ruairidh M. Battleday, Joshua C. Peterson, Thomas L. Griffiths

* 29 pages; 4 figures. arXiv admin note: text overlap with arXiv:1711.04855 

  Access Paper or Ask Questions

Predicting human decisions with behavioral theories and machine learning


Apr 15, 2019
Ori Plonsky, Reut Apel, Eyal Ert, Moshe Tennenholtz, David Bourgin, Joshua C. Peterson, Daniel Reichman, Thomas L. Griffiths, Stuart J. Russell, Evan C. Carter, James F. Cavanagh, Ido Erev


  Access Paper or Ask Questions

Using Machine Learning to Guide Cognitive Modeling: A Case Study in Moral Reasoning


Feb 25, 2019
Mayank Agrawal, Joshua C. Peterson, Thomas L. Griffiths

* Fixed missing reference 

  Access Paper or Ask Questions

Evaluating (and improving) the correspondence between deep neural networks and human representations


Jul 24, 2018
Joshua C. Peterson, Joshua T. Abbott, Thomas L. Griffiths

* 35 pages, 8 figures, accepted for publication in Cognitive Science 

  Access Paper or Ask Questions

Learning a face space for experiments on human identity


May 19, 2018
Jordan W. Suchow, Joshua C. Peterson, Thomas L. Griffiths

* 10 figures. Accepted as a paper to the 40th Annual Meeting of the Cognitive Science Society (CogSci 2018). *JWS and JCP contributed equally to this submission 

  Access Paper or Ask Questions

Learning Hierarchical Visual Representations in Deep Neural Networks Using Hierarchical Linguistic Labels


May 19, 2018
Joshua C. Peterson, Paul Soulos, Aida Nematzadeh, Thomas L. Griffiths

* 6 pages, 4 figures, 1 table. Accepted as a paper to the 40th Annual Meeting of the Cognitive Science Society (CogSci 2018) 

  Access Paper or Ask Questions

Capturing human category representations by sampling in deep feature spaces


May 19, 2018
Joshua C. Peterson, Jordan W. Suchow, Krisha Aghi, Alexander Y. Ku, Thomas L. Griffiths

* 6 pages, 5 figures, 1 table. Accepted as a paper to the 40th Annual Meeting of the Cognitive Science Society (CogSci 2018) 

  Access Paper or Ask Questions

Modeling Human Categorization of Natural Images Using Deep Feature Representations


Nov 13, 2017
Ruairidh M. Battleday, Joshua C. Peterson, Thomas L. Griffiths

* 13 pages, 7 figures, 6 tables. Preliminary work presented at CogSci 2017 

  Access Paper or Ask Questions

Evaluating vector-space models of analogy


Jun 08, 2017
Dawn Chen, Joshua C. Peterson, Thomas L. Griffiths

* 6 pages, 4 figures, In the Proceedings of the 39th Annual Conference of the Cognitive Science Society 

  Access Paper or Ask Questions

Evidence for the size principle in semantic and perceptual domains


May 09, 2017
Joshua C. Peterson, Thomas L. Griffiths

* 6 pages, 4 figures, To appear in the Proceedings of the 39th Annual Conference of the Cognitive Science Society 

  Access Paper or Ask Questions

Modelling Student Behavior using Granular Large Scale Action Data from a MOOC


Aug 16, 2016
Steven Tang, Joshua C. Peterson, Zachary A. Pardos

* 15 pages, 7 tables, 3 figures 

  Access Paper or Ask Questions

Adapting Deep Network Features to Capture Psychological Representations


Aug 06, 2016
Joshua C. Peterson, Joshua T. Abbott, Thomas L. Griffiths

* 6 pages, 4 figures, To appear in the Proceedings of the 38th Annual Conference of the Cognitive Science Society, Winner of the Computational Modeling Prize in Perception/Action 

  Access Paper or Ask Questions