Lightweight Implementations of Probabilistic Programming Languages Via Transformational Compilation (pdf) (bibtex)
D. Wingate, A. Stuhlmueller, N. D. Goodman: Proceedings of the 14th international conference on Artificial Intelligence and Statistics #probabilistic programming, #mcmc, #inference
@article{D.Wingate:2011:f0689,
author = {D. Wingate and A. Stuhlmueller and N. D. Goodman},
journal = {Proceedings of the 14th international conference on Artificial Intelligence and Statistics},
title = {Lightweight Implementations of Probabilistic Programming Languages Via Transformational Compilation},
year = {2011},
keywords = {probabilistic programming, mcmc, inference},
doi = {},
url = {http://www.mit.edu/~ast/papers/lightweight-mcmc-aistats2011.pdf}
}
Multistability and Perceptual Inference (pdf) (bibtex)
S.J. Gershman, E. Vul, J.B. Tenenbaum: Neural Computation #vision, #mcmc
@article{S.J.Gershman:2012:21525,
author = {S.J. Gershman and E. Vul and J.B. Tenenbaum},
journal = {Neural Computation},
title = {Multistability and Perceptual Inference},
year = {2012},
keywords = {vision, mcmc},
doi = {},
url = {http://www.princeton.edu/~sjgershm/GershmanVulTenenbaum12.pdf}
}
Theory learning as stochastic search in the language of thought (pdf) (bibtex)
T. D. Ullman, N. D. Goodman and J. B. Tenenbaum: Cognitive Development #children, #theory learning, #intuitive theories, #mcmc, #search
@article{T.D.Ullman:2012:1b1b6,
author = {T. D. Ullman and N. D. Goodman and J. B. Tenenbaum},
journal = {Cognitive Development},
title = { Theory learning as stochastic search in the language of thought},
year = {2012},
keywords = {children, theory learning, intuitive theories, mcmc, search},
doi = {},
url = {http://www.mit.edu/~tomeru/papers/tlss-final.pdf}
}
Theory acquisition as stochastic search (pdf) (bibtex)
T. D. Ullman, N. D. Goodman and J. B. Tenenbaum: Proceedings of the Thirty-Second Annual Conference of the Cognitive Science Society #theory learning, #intuitive theories, #development, #mcmc
@article{T.D.Ullman:2010:08551,
author = {T. D. Ullman and N. D. Goodman and J. B. Tenenbaum},
journal = {Proceedings of the Thirty-Second Annual Conference of the Cognitive Science Society},
title = {Theory acquisition as stochastic search},
year = {2010},
keywords = {theory learning, intuitive theories, development, mcmc},
doi = {},
url = {http://web.mit.edu/tomeru/www/papers/tlss2010.pdf}
}