Reinforcement Learning Soccer Teams with Incomplete World Models
Autonomous Robots
Optimal control using the transport equation: the Liouville machine
Adaptive Behavior
Sequential Decision Making Based on Direct Search
Sequence Learning - Paradigms, Algorithms, and Applications
COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory
PAC Bounds for Multi-armed Bandit and Markov Decision Processes
COLT '02 Proceedings of the 15th Annual Conference on Computational Learning Theory
Solving factored MDPs using non-homogeneous partitions
Artificial Intelligence - special issue on planning with uncertainty and incomplete information
The Journal of Machine Learning Research
A Geometric Approach to Multi-Criterion Reinforcement Learning
The Journal of Machine Learning Research
Optimal Control Using the Transport Equation: The Liouville Machine
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
High speed obstacle avoidance using monocular vision and reinforcement learning
ICML '05 Proceedings of the 22nd international conference on Machine learning
PAC model-free reinforcement learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
Combining expert advice in reactive environments
Journal of the ACM (JACM)
Learning mixed initiative dialog strategies by using reinforcement learning on both conversants
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
The Journal of Machine Learning Research
Efficient PAC Learning for Episodic Tasks with Acyclic State Spaces
Discrete Event Dynamic Systems
Experiments with Adaptive Transfer Rate in Reinforcement Learning
Knowledge Acquisition: Approaches, Algorithms and Applications
A sparse sampling algorithm for near-optimal planning in large Markov decision processes
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
A Bayesian approach to imitation in reinforcement learning
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Reinforcement Learning in Finite MDPs: PAC Analysis
The Journal of Machine Learning Research
Coordinated learning in multiagent MDPs with infinite state-space
Autonomous Agents and Multi-Agent Systems
Model-free control based on reinforcement learning for a wastewater treatment problem
Applied Soft Computing
Near-optimal Regret Bounds for Reinforcement Learning
The Journal of Machine Learning Research
Exploiting Best-Match Equations for Efficient Reinforcement Learning
The Journal of Machine Learning Research
Testing probabilistic equivalence through reinforcement learning
FSTTCS'06 Proceedings of the 26th international conference on Foundations of Software Technology and Theoretical Computer Science
Towards finite-sample convergence of direct reinforcement learning
ECML'05 Proceedings of the 16th European conference on Machine Learning
Error bounds in reinforcement learning policy evaluation
AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
Trace equivalence characterization through reinforcement learning
AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence
A sampled fictitious play based learning algorithm for infinite horizon Markov decision processes
Proceedings of the Winter Simulation Conference
Object focused q-learning for autonomous agents
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
The Journal of Machine Learning Research
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