Multi-Value-Functions: Efficient Automatic Action Hierarchies for Multiple Goal MDPs

Structure in the Space of Value Functions

Machine Learning

Nearly deterministic abstractions of Markov decision processes

Eighteenth national conference on Artificial intelligence

Multigrid Reinforcement Learning with Reward Shaping

ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I

Hierarchical reinforcement learning with the MAXQ value function decomposition

Journal of Artificial Intelligence Research

2010 Special Issue: Online learning of shaping rewards in reinforcement learning

Neural Networks

Reinforcement Learning with Reward Shaping and Mixed Resolution Function Approximation

International Journal of Agent Technologies and Systems