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}
}
Exact and approximate sampling by systematic stochastic search (pdf) (bibtex)
V. K. Mansinghka, D. M. Roy, E. Jonas, J. B. Tenenbaum: AISTATS 2009 #inference
@article{V.K.Mansinghka:2009:9e63d,
author = {V. K. Mansinghka and D. M. Roy and E. Jonas and J. B. Tenenbaum},
journal = {AISTATS 2009},
title = {Exact and approximate sampling by systematic stochastic search},
year = {2009},
keywords = {inference},
doi = {},
url = {http://danroy.org/papers/ManRoyJonTen-AISTATS-2009.pdf}
}
Ping Pong in Church: Productive use of concepts in human probabilistic inference (pdf) (bibtex)
T. Gerstenberg, N.D. Goodman: Proceedings of the 34th Annual Conference of the Cognitive Science Society #inference, #reasoning, #causality, #language of thought, #probabilistic programming
@article{T.Gerstenberg:2011:ac923,
author = {T. Gerstenberg and N.D. Goodman},
journal = {Proceedings of the 34th Annual Conference of the Cognitive Science Society},
title = {Ping Pong in Church: Productive use of concepts in human probabilistic inference},
year = {2011},
keywords = {inference, reasoning, causality, language of thought, probabilistic programming},
doi = {},
url = {http://web.mit.edu/tger/www/papers/Ping%20Pong%20in%20Church%20Productive%20use%20of%20concepts%20in%20human%20probabilistic%20inference,%20Gerstenberg,%20Goodman,%202012.pdf}
}
Back on track: Backtracking in counterfactual reasoning (pdf) (bibtex)
T. Gerstenberg, C. Bechlivanidis, D.A. Lagnado: Proceedings of the 35th Annual Conference of the Cognitive Science Society #counterfactuals, #causality, #inference, #backtracking
@article{T.Gerstenberg:2013:333a7,
author = {T. Gerstenberg and C. Bechlivanidis and D.A. Lagnado},
journal = {Proceedings of the 35th Annual Conference of the Cognitive Science Society},
title = {Back on track: Backtracking in counterfactual reasoning},
year = {2013},
keywords = {counterfactuals, causality, inference, backtracking},
doi = {},
url = {http://web.mit.edu/tger/www/papers/Back%20on%20track%20Backtracking%20in%20counterfactual%20reasoning,%20Gerstenberg,%20Bechlivanidis,%20Lagnado,%202013.pdf}
}
A Dynamic Programming Algorithm for Inference in Recursive Probabilistic Programs (web) (bibtex)
A. Stuhlmueller, N. D. Goodman: Second Statistical Relational AI workshop at UAI 2012 (StaRAI-12) #dynamic programming, #inference, #probabilistic programming
@article{A.Stuhlmueller:2012:da21e,
author = {A. Stuhlmueller and N. D. Goodman},
journal = {Second Statistical Relational AI workshop at UAI 2012 (StaRAI-12)},
title = {A Dynamic Programming Algorithm for Inference in Recursive Probabilistic Programs},
year = {2012},
keywords = {dynamic programming, inference, probabilistic programming},
doi = {},
url = {http://arxiv.org/abs/1206.3555}
}
Nonstandard Interpretations of Probabilistic Programs for Efficient Inference (pdf) (bibtex)
D. Wingate, N. D. Goodman, A. Stuhlmueller, J. M. Siskind: Advances in Neural Information Processing Systems (NIPS) 24 #probabilistic programming, #inference
@article{D.Wingate:2011:ac593,
author = {D. Wingate and N. D. Goodman and A. Stuhlmueller and J. M. Siskind},
journal = {Advances in Neural Information Processing Systems (NIPS) 24},
title = {Nonstandard Interpretations of Probabilistic Programs for Efficient Inference},
year = {2011},
keywords = {probabilistic programming, inference},
doi = {},
url = {http://www.mit.edu/~ast/papers/nonstandard-interpretations-nips2011.pdf}
}
The order of things: Inferring causal structure from temporal patterns (pdf) (bibtex)
N. R. Bramley, T. Gerstenberg, D. A. Lagnado: Proceedings of the 36th Annual Conference of the Cognitive Science Society #causality, #inference, #learning, #bayesian modeling
@article{N.R.Bramley:2014:4113b,
author = {N. R. Bramley and T. Gerstenberg and D. A. Lagnado},
journal = { Proceedings of the 36th Annual Conference of the Cognitive Science Society},
title = {The order of things: Inferring causal structure from temporal patterns},
year = {2014},
keywords = {causality, inference, learning, bayesian modeling},
doi = {},
url = {http://web.mit.edu/tger/www/papers/The%20order%20of%20things%20(Bramley,%20Gerstenberg,%20Lagnado,%202014).pdf}
}
Picture : A Probabilistic Programming Language for Scene Perception (pdf)(doi) (bibtex)
Tejas D Kulkarni, Pushmeet Kohli, Joshua B Tenenbaum, Vikash Mansinghka: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition #analysis-by-synthesis, #inference, #deep learning, #inverse vision, #3d vision, #probabilistic programming
@article{TejasDKulkarni:2015:cf27d,
author = {Tejas D Kulkarni and Pushmeet Kohli and Joshua B Tenenbaum and Vikash Mansinghka},
journal = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
title = {Picture : A Probabilistic Programming Language for Scene Perception},
year = {2015},
keywords = {analysis-by-synthesis, inference, deep learning, inverse vision, 3d vision, probabilistic programming},
doi = {10.1109/CVPR.2015.7299068},
url = {http://openaccess.thecvf.com/content_cvpr_2015/papers/Kulkarni_Picture_A_Probabilistic_2015_CVPR_paper.pdf}
}
Evaluating statistical language models as pragmatic reasoners (pdf) (bibtex)
Benjamin Lipkin, Lionel Wong, Gabriel Grand, Joshua B Tenenbaum: Proceedings of the Annual Meeting of the Cognitive Science Society #language, #pragmatics, #inference
@article{BenjaminLipkin:2023:3d85b,
author = {Benjamin Lipkin and Lionel Wong and Gabriel Grand and Joshua B Tenenbaum},
journal = {Proceedings of the Annual Meeting of the Cognitive Science Society},
title = {Evaluating statistical language models as pragmatic reasoners},
year = {2023},
keywords = {language, pragmatics, inference},
doi = {},
url = {https://arxiv.org/pdf/2305.01020.pdf}
}