Publications

    Program Induction

  • I. Hwang, A. Stuhlmueller, N. D. Goodman:
    Inducing Probabilistic Programs by Bayesian Program Merging (web) (bibtex)
    Technical Report. arXiv:1110.5667 [cs.AI]
    #probabilistic programming, #program induction
    @article{I.Hwang:2011:0c73e,
    author = {I. Hwang and A. Stuhlmueller and N. D. Goodman},
    journal = {Technical Report. arXiv:1110.5667 [cs.AI]},
    title = {Inducing Probabilistic Programs by Bayesian Program Merging},
    year = {2011},
    keywords = {probabilistic programming, program induction},
    doi = {},
    url = {http://arxiv.org/abs/1110.5667}
    }
  • Brenden M Lake, Ruslan Salakhutdinov, Joshua B Tenenbaum:
    Human-Level Concept Learning Through Probabilistic Program Induction (web) (doi) (bibtex)
    Science
    #concept learning, #program induction, #motor skills, #artificial intelligence, #learning to learn, #bayesian, #one-shot learning
    @article{BrendenMLake:2015:e5493,
    author = {Brenden M Lake and Ruslan Salakhutdinov and Joshua B Tenenbaum},
    journal = {Science},
    title = {Human-Level Concept Learning Through Probabilistic Program Induction},
    year = {2015},
    keywords = {concept learning, program induction, motor skills, artificial intelligence, learning to learn, bayesian, one-shot learning},
    doi = {10.1126/science.aab3050},
    url = {science.sciencemag.org/content/350/6266/1332.short}
    }
  • Yewen Pu, Kevin Ellis, Marta Kryven, Josh Tenenbaum, Armando Solar-Lezama:
    Program Synthesis with Pragmatic Communication (web) (bibtex)
    2nd ICML 2020 Workshop on Human in the Loop Learning
    #communication, #pragmatics, #program induction
    @article{YewenPu:2020:9db46,
    author = {Yewen Pu and Kevin Ellis and Marta Kryven and Josh Tenenbaum and Armando Solar-Lezama},
    journal = {2nd ICML 2020 Workshop on Human in the Loop Learning},
    title = {Program Synthesis with Pragmatic Communication},
    year = {2020},
    keywords = {communication, pragmatics, program induction},
    doi = {},
    url = {https://arxiv.org/abs/2007.05060}
    }
  • C. Wong, K. Ellis, M. Sable-Meyer, J. Tenenbaum:
    Modeling expertise with neurally-guided Bayesian program induction (web) (bibtex)
    Proceedings of the 41st Annual Meeting of the Cognitive Science Society
    #expertise, #program induction
    @article{C.Wong:2019:905d3,
    author = {C. Wong and K. Ellis and M. Sable-Meyer and J. Tenenbaum},
    journal = {Proceedings of the 41st Annual Meeting of the Cognitive Science Society},
    title = {Modeling expertise with neurally-guided Bayesian program induction},
    year = {2019},
    keywords = {expertise, program induction},
    doi = {},
    url = {http://cocosci.mit.edu/?attachment_id=463}
    }

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