Algorithm-Directed Exploration for Model-Based Reinforcement Learning in Factored MDPs

Learning the structure of Factored Markov Decision Processes in reinforcement learning problems

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

A hierarchical approach to efficient reinforcement learning in deterministic domains

AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems

Factored value iteration converges

Acta Cybernetica

Efficient reinforcement learning with relocatable action models

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1

Efficient structure learning in factored-state MDPs

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1

Potential-based shaping in model-based reinforcement learning

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2

Exploration in relational worlds

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II

Learning the behavior model of a robot

Autonomous Robots

TEXPLORE: real-time sample-efficient reinforcement learning for robots

Machine Learning

Exploration in relational domains for model-based reinforcement learning

The Journal of Machine Learning Research