Publications

    Inference

  • D. Wingate, A. Stuhlmueller, N. D. Goodman:
    Lightweight Implementations of Probabilistic Programming Languages Via Transformational Compilation (pdf) (bibtex)
    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}
    }
  • V. K. Mansinghka, D. M. Roy, E. Jonas, J. B. Tenenbaum:
    Exact and approximate sampling by systematic stochastic search (pdf) (bibtex)
    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}
    }
  • T. Gerstenberg, N.D. Goodman:
    Ping Pong in Church: Productive use of concepts in human probabilistic inference (pdf) (bibtex)
    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}
    }
  • T. Gerstenberg, C. Bechlivanidis, D.A. Lagnado:
    Back on track: Backtracking in counterfactual reasoning (pdf) (bibtex)
    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. Stuhlmueller, N. D. Goodman:
    A Dynamic Programming Algorithm for Inference in Recursive Probabilistic Programs (web) (bibtex)
    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}
    }
  • D. Wingate, N. D. Goodman, A. Stuhlmueller, J. M. Siskind:
    Nonstandard Interpretations of Probabilistic Programs for Efficient Inference (pdf) (bibtex)
    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}
    }
  • N. R. Bramley, T. Gerstenberg, D. A. Lagnado:
    The order of things: Inferring causal structure from temporal patterns (pdf) (bibtex)
    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}
    }
  • Tejas D Kulkarni, Pushmeet Kohli, Joshua B Tenenbaum, Vikash Mansinghka:
    Picture : A Probabilistic Programming Language for Scene Perception (pdf) (doi) (bibtex)
    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}
    }

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