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RPM DMRL Reichman, D. , Lieder, F. , Bourgin, D. D. , Talmon, N. , & Griffiths, T. L. (preprint). Goal pursuit for computationally bounded agents: The network structure of goal systems predicts human performance.
DMRL Peterson, J. C. , Bourgin, D. , Agrawal, M. , Reichman, D. , & Griffiths, T. (in press). Using large-scale experiments and machine learning to discover theories of human decision-making. Science .
S&C Bourgin, D. D. , Abbott, J. T. , & Griffiths, T. L. (in press). Recommendation as generalization: Using big data to evaluate cognitive models. Journal of Experimental Psychology: General . (pdf)
E Jupyter, P. , Blank, D. , Bourgin, D. , Brown, A. , Bussonnier, M. , Frederic, J. , Granger, B. , Griffiths, T. L. , Hamrick, J. , Kelley, K. , Pacer, M. , Page, L. , Perez, F. , Ragan-Kelley, B. , Suchow, J. W. , & Willing, C. (2019). nbgrader: A tool for creating and grading assignments in the Jupyter notebook. Journal of Open Source Education, 2 (11), 32. (pdf)
DMRL Bourgin, D. , Peterson, J. C. , Reichman, D. , Russell, S. , & Griffiths, T. L. (2019). Cognitive model priors for predicting human decisions. Proceedings of the 36th International Conference on Machine Learning (ICML) . (pdf)
S&C Bourgin, D. D. , Abbott, J. T. , & Griffiths, T. L. (2018). Recommendation as generalization: Evaluating cognitive models in the wild. Proceedings of the 40th Annual Conference of the Cognitive Science Society. (pdf)
DMRL Sanborn, S. , Bourgin, D. D. , Chang, M. , & Griffiths, T. L. (2018). Representational efficiency outweighs action efficiency in human program induction. Proceedings of the 40th Annual Conference of the Cognitive Science Society. (pdf)
F CEIL Suchow, J. W. , Bourgin, D. D. , & Griffiths, T. L. (2017). Evolution in mind: Evolutionary dynamics, cognitive processes, and Bayesian inference. Trends in Cognitive Sciences, 21(7), 522-530. (pdf)
RPM Bourgin, D. D. , Lieder, F. , Reichman, D. , Talmon, N. , & Griffiths, T. L. (2017). The structure of goal systems predicts human performance. Proceedings of the 39th Annual Conference of the Cognitive Science Society. (pdf)
RPM SML Bourgin, D. D. , Abbott, J. T. , Griffiths, T. L. , Smith, K. A. , & Vul, E. (2014). Empirical evidence for Markov chain Monte Carlo in memory search. Proceedings of the 36th Annual Conference of the Cognitive Science Society . (pdf)