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Bayesian Policy Search for Stochastic Domains


Oct 01, 2020
David Tolpin, Yuan Zhou, Hongseok Yang

* International Conference on Probabilistic Programming (PROBPROG), 2020 

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Probabilistic Programs with Stochastic Conditioning


Oct 01, 2020
David Tolpin, Yuan Zhou, Hongseok Yang

* International Conference on Probabilistic Programming (PROBPROG), 2020 

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Stochastically Differentiable Probabilistic Programs


Mar 05, 2020
David Tolpin, Yuan Zhou, Hongseok Yang


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Stochastic Probabilistic Programs


Jan 22, 2020
David Tolpin, Tomer Dobkin

* 7 pages main body, 4 pages appendix 

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Stochastic probabilistic programs


Jan 08, 2020
David Tolpin, Tomer Dobkin


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Warped Input Gaussian Processes for Time Series Forecasting


Dec 05, 2019
David Tolpin

* 6 pages 

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Deployable probabilistic programming


Jun 20, 2019
David Tolpin

* 15 pages, to appear in SLPASH Onward! 2019 

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A Renewal Model of Intrusion


May 28, 2018
David Tolpin

* 12 pages including appendix 

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Population Anomaly Detection through Deep Gaussianization


May 05, 2018
David Tolpin

* 9 pages, 5 figures 

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A Planning Approach to Monitoring Behavior of Computer Programs


Sep 11, 2017
Alexandre Cukier, Ronen I. Brafman, Yotam Perkal, David Tolpin


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Process Monitoring on Sequences of System Call Count Vectors


Jul 12, 2017
Michael Dymshits, Ben Myara, David Tolpin

* 5 pages, 4 figures, ICCST 2017 

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Session Analysis using Plan Recognition


Jun 20, 2017
Reuth Mirsky, Ya'akov Gal, David Tolpin


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Black-Box Policy Search with Probabilistic Programs


Aug 04, 2016
Jan-Willem van de Meent, Brooks Paige, David Tolpin, Frank Wood

* Proceedings of the 19th International Conference on Artificial Intelligence and Statistics (2016) 1195-1204 

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Path Finding under Uncertainty through Probabilistic Inference


Jun 08, 2015
David Tolpin, Brooks Paige, Jan Willem van de Meent, Frank Wood


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Output-Sensitive Adaptive Metropolis-Hastings for Probabilistic Programs


May 05, 2015
David Tolpin, Jan Willem van de Meent, Brooks Paige, Frank Wood


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Maximum a Posteriori Estimation by Search in Probabilistic Programs


Apr 26, 2015
David Tolpin, Frank Wood

* To appear in proceedings of SOCS15 

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Rational Deployment of Multiple Heuristics in IDA*


Nov 24, 2014
David Tolpin, Oded Betzalel, Ariel Felner, Solomon Eyal Shimony

* 7 pages, 6 tables, 20 references 

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Justifying and Improving Meta-Agent Conflict-Based Search


Oct 23, 2014
David Tolpin

* 7 pages 

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Selecting Computations: Theory and Applications


Aug 09, 2014
Nicholas Hay, Stuart Russell, David Tolpin, Solomon Eyal Shimony

* Appears in Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence (UAI2012) 

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Towards Rational Deployment of Multiple Heuristics in A*


May 22, 2013
David Tolpin, Tal Beja, Solomon Eyal Shimony, Ariel Felner, Erez Karpas

* 7 pages, IJCAI 2013, to appear 

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Doing Better Than UCT: Rational Monte Carlo Sampling in Trees


Jul 25, 2012
David Tolpin, Solomon Eyal Shimony

* Withdrawn: "MCTS Based on Simple Regret" (arXiv:1207.5589) is the final corrected version published in AAAI 2012 proceedings 

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VOI-aware MCTS


Jul 24, 2012
David Tolpin, Solomon Eyal Shimony

* 2 pages, ECAI 2012 

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MCTS Based on Simple Regret


Jul 23, 2012
David Tolpin, Solomon Eyal Shimony

* AAAI 2012, 7 pages. arXiv admin note: text overlap with arXiv:1108.3711 

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Rational Deployment of CSP Heuristics


Apr 11, 2011
David Tolpin, Solomon Eyal Shimony

* IJCAI-2011 
* 7 pages, 2 figures, to appear in IJCAI-2011, http://www.ijcai.org/ 

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Rational Value of Information Estimation for Measurement Selection


Apr 16, 2010
David Tolpin, Solomon Eyal Shimony

* 7 pages, 2 figures, presented at URPDM2010; plots fixed 

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Semi-Myopic Sensing Plans for Value Optimization


Jun 17, 2009
David Tolpin, Solomon Eyal Shimony

* 9 pages, 4 figures, presented at BISFAI 2009 

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