Learning Policies with External Memory

Complexity of finite-horizon Markov decision process problems

Journal of the ACM (JACM)

Bounds on Sample Size for Policy Evaluation in Markov Environments

COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory

Reinforcement Learning with Factored States and Actions

The Journal of Machine Learning Research

Toward Optimal Classifier System Performance in Non-Markov Environments

Evolutionary Computation

Memory analysis and significance test for agent behaviours

Proceedings of the 8th annual conference on Genetic and evolutionary computation

Model-Based Reinforcement Learning for Partially Observable Games with Sampling-Based State Estimation

Neural Computation

United We Stand: Population Based Methods for Solving Unknown POMDPs

Recent Advances in Reinforcement Learning

Nonapproximability results for partially observable Markov decision processes

Journal of Artificial Intelligence Research

RL-Based Memory Controller for Scalable Autonomous Systems

ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II

Architecture of behavior-based and robotics self-optimizing memory controller

ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation

A quantitative investigation into distribution of memory and learning in multi agent systems with implicit communications

50 years of artificial intelligence

A Modified Memory-Based Reinforcement Learning Method for Solving POMDP Problems

Neural Processing Letters

Solving POMDPs by searching the space of finite policies

UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence

Learning finite-state controllers for partially observable environments

UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence

Learning to cooperate via policy search

UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence

Policy improvement for POMDPs using normalized importance sampling

UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence

ARKAQ-learning: autonomous state space segmentation and policy generation

ISCIS'05 Proceedings of the 20th international conference on Computer and Information Sciences

Learning to use episodic memory

Cognitive Systems Research