The effect of representation and knowledge on goal-directed exploration with reinforcement-learning algorithms

Fast Online Q(λ)

Machine Learning

Exploration of Multi-State Environments: Local Measures and Back-Propagation of Uncertainty

Machine Learning

Relational Reinforcement Learning

Machine Learning

Sequential Decision Making Based on Direct Search

Sequence Learning - Paradigms, Algorithms, and Applications

Autonomous shaping: knowledge transfer in reinforcement learning

ICML '06 Proceedings of the 23rd international conference on Machine learning

DEA: An Architecture for Goal Planning and Classification

Neural Computation

Reducing the complexity of multiagent reinforcement learning

Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems

Online exploration in least-squares policy iteration

Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2

Fast Learning in an Actor-Critic Architecture with Reward and Punishment

Proceedings of the 2008 conference on Tenth Scandinavian Conference on Artificial Intelligence: SCAI 2008

Potential-based shaping and Q-value initialization are equivalent

Journal of Artificial Intelligence Research

Reinforcement Learning in Finite MDPs: PAC Analysis

The Journal of Machine Learning Research

Status-based routing in baggage handling systems: searching verses learning

IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews

Heuristic Q-learning soccer players: a new reinforcement learning approach to RoboCup simulation

EPIA'07 Proceedings of the aritficial intelligence 13th Portuguese conference on Progress in artificial intelligence

Reducing reinforcement learning to KWIK online regression

Annals of Mathematics and Artificial Intelligence

Easy and hard testbeds for real-time search algorithms

AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1

Auto-exploratory average reward reinforcement learning

AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1

Reward function and initial values: better choices for accelerated goal-directed reinforcement learning

ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I

Towards finite-sample convergence of direct reinforcement learning

ECML'05 Proceedings of the 16th European conference on Machine Learning

Learning epistemic actions in model-free memory-free reinforcement learning: experiments with a neuro-robotic model

Living Machines'13 Proceedings of the Second international conference on Biomimetic and Biohybrid Systems