| The complexity of decentralized control of Markov decision processes DS Bernstein, R Givan, N Immerman, S Zilberstein Mathematics of operations research 27 (4), 819-840, 2002 | 2173 | 2002 |
| Equivalence notions and model minimization in Markov decision processes R Givan, T Dean, M Greig Artificial intelligence 147 (1-2), 163-223, 2003 | 516 | 2003 |
| Bounded-parameter Markov decision processes R Givan, S Leach, T Dean Artificial Intelligence 122 (1-2), 71-109, 2000 | 459 | 2000 |
| FF-Replan: A Baseline for Probabilistic Planning. SW Yoon, A Fern, R Givan ICAPS 7, 352-359, 2007 | 458 | 2007 |
| Model minimization in Markov decision processes T Dean, R Givan AAAI/IAAI, 106-111, 1997 | 310 | 1997 |
| Approximate policy iteration with a policy language bias A Fern, S Yoon, R Givan Advances in neural information processing systems 16, 2003 | 275 | 2003 |
| Probabilistic planning via determinization in hindsight. SW Yoon, A Fern, R Givan, S Kambhampati AAAI, 1010-1016, 2008 | 208 | 2008 |
| Introduction to statistical relational learning D Koller, N Friedman, S Džeroski, C Sutton, A McCallum, A Pfeffer, ... MIT press, 2007 | 185 | 2007 |
| Model reduction techniques for computing approximately optimal solutions for Markov decision processes TL Dean, R Givan, S Leach arXiv preprint arXiv:1302.1533, 2013 | 182 | 2013 |
| Online ensemble learning: An empirical study A Fern, R Givan Machine Learning 53, 71-109, 2003 | 182 | 2003 |
| Relational reinforcement learning: An overview P Tadepalli, R Givan, K Driessens Proceedings of the ICML-2004 workshop on relational reinforcement learning, 1-9, 2004 | 166 | 2004 |
| Learning Control Knowledge for Forward Search Planning. S Yoon, A Fern, R Givan Journal of Machine Learning Research 9 (4), 2008 | 143 | 2008 |
| Inductive policy selection for first-order MDPs SW Yoon, A Fern, R Givan arXiv preprint arXiv:1301.0614, 2012 | 116 | 2012 |
| A framework for simulation-based network control via hindsight optimization EKP Chong, RL Givan, HS Chang Proceedings of the 39th IEEE Conference on Decision and Control (Cat. No …, 2000 | 106 | 2000 |
| On-line Scheduling via Sampling. HS Chang, R Givan, EKP Chong AIPS, 62-71, 2000 | 103 | 2000 |
| Natural language syntax and first-order inference DA McAllester, R Givan Artificial Intelligence 56 (1), 1-20, 1992 | 99 | 1992 |
| Landmark extraction via planning graph propagation L Zhu, R Givan ICAPS Doctoral Consortium, 156-160, 2003 | 98 | 2003 |
| Parallel rollout for online solution of partially observable Markov decision processes HS Chang, R Givan, EKP Chong Discrete Event Dynamic Systems 14, 309-341, 2004 | 96 | 2004 |
| Learning Domain-Specific Control Knowledge from Random Walks. A Fern, SW Yoon, R Givan ICAPS, 191-199, 2004 | 91 | 2004 |
| Specific-to-general learning for temporal events with application to learning event definitions from video A Fern, R Givan, JM Siskind Journal of Artificial Intelligence Research 17, 379-449, 2002 | 90 | 2002 |
