Andrey Kolobov
Andrey Kolobov
Microsoft Research
Verified email at microsoft.com
TitleCited byYear
Introduction to statistical relational learning
D Koller, N Friedman, S Džeroski, C Sutton, A McCallum, A Pfeffer, ...
MIT press, 2007
15392007
BLOG: Probabilistic Models with Unknown Objects
B Milch, B Marthi, S Russell, D Sontag, DL Ong, A Kolobov
Statistical relational learning, 373, 2007
4862007
Parallel task routing for crowdsourcing
J Bragg, A Kolobov, M Mausam, DS Weld
Second AAAI Conference on Human Computation and Crowdsourcing, 2014
158*2014
Planning with Markov decision processes: An AI perspective
Mausam, A Kolobov
Synthesis Lectures on Artificial Intelligence and Machine Learning 6 (1), 1-210, 2012
108*2012
Heuristic search for generalized stochastic shortest path MDPs
A Kolobov, Mausam, DS Weld, H Geffner
Twenty-First International Conference on Automated Planning and Scheduling, 2011
65*2011
LRTDP vs. UCT for Online Probabilistic Planning
A Kolobov, Mausam, DS Weld
Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012
58*2012
Approximate inference for infinite contingent Bayesian networks
B Milch, B Marthi, D Sontag, S Russell, DL Ong, A Kolobov
AISTATS, 2005
56*2005
Interactive teaching strategies for agent training
O Amir, E Kamar, A Kolobov, B Grosz
442016
A Theory of Goal-Oriented MDPs with Dead Ends
A Kolobov, Mausam, DS Weld
UAI, 2012
422012
Reverse Iterative Deepening for Finite-Horizon MDPs with Large Branching Factors
A Kolobov, P Dai, Mausam, DS Weld
Proceedings of the 22nd International Conference on Automated Planning and …, 2012
39*2012
ReTrASE: Integrating paradigms for approximate probabilistic planning
A Kolobov, Mausam, DS Weld
Twenty-First International Joint Conference on Artificial Intelligence, 1746 …, 2009
37*2009
Classical Planning in MDP Heuristics: With a Little Help from Generalization
A Kolobov, Mausam, DS Weld
Twentieth International Conference on Automated Planning and Scheduling, 97-104, 2010
27*2010
SixthSense: Fast and reliable recognition of dead ends in MDPs
A Kolobov, Mausam, DS Weld
Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010
27*2010
Blog: Probabilistic models with unknown objects
B Milch, B Marthi, S Russell, D Sontag, DL Ong, A Kolobov
Dagstuhl Seminar Proceedings, 2006
262006
Metareasoning for planning under uncertainty
CH Lin, A Kolobov, E Kamar, E Horvitz
Twenty-Fourth International Joint Conference on Artificial Intelligence, 2015
212015
Discovering hidden structure in factored MDPs
A Kolobov, Mausam, DS Weld
Artificial Intelligence 189, 19-47, 2012
19*2012
Saturated path-constrained MDP: Planning under uncertainty and deterministic model-checking constraints
J Sprauel, A Kolobov, F Teichteil-Königsbuch
Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014
152014
Travel path identification based upon statistical relationships between path costs
A Kapoor, D Dey, A Kolobov, SEK Eden, R Caruana, E Horvitz
US Patent 9,714,831, 2017
132017
Todtler: Two-order-deep transfer learning
J Van Haaren, A Kolobov, J Davis
Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015
122015
Joint Crowdsourcing of Multiple Tasks
A Kolobov, Mausam, DS Weld
First Conference on Human Computation and Crowdsourcing, 2013
122013
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