Recent Advances in Hierarchical Reinforcement Learning
Discrete Event Dynamic Systems
Q-Cut - Dynamic Discovery of Sub-goals in Reinforcement Learning
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Learning Options in Reinforcement Learning
Proceedings of the 5th International Symposium on Abstraction, Reformulation and Approximation
TTree: Tree-Based State Generalization with Temporally Abstract Actions
Proceedings of the 5th International Symposium on Abstraction, Reformulation and Approximation
Autonomous Discovery of Abstractions through Interaction with an Environment
Proceedings of the 5th International Symposium on Abstraction, Reformulation and Approximation
Recent Advances in Hierarchical Reinforcement Learning
Discrete Event Dynamic Systems
Using relative novelty to identify useful temporal abstractions in reinforcement learning
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Dynamic abstraction in reinforcement learning via clustering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
A causal approach to hierarchical decomposition of factored MDPs
ICML '05 Proceedings of the 22nd international conference on Machine learning
Identifying useful subgoals in reinforcement learning by local graph partitioning
ICML '05 Proceedings of the 22nd international conference on Machine learning
An intrinsic reward mechanism for efficient exploration
ICML '06 Proceedings of the 23rd international conference on Machine learning
Causal Graph Based Decomposition of Factored MDPs
The Journal of Machine Learning Research
Introduction and control of subgoals in reinforcement learning
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
Optimistic pruning for multiple instance learning
Pattern Recognition Letters
Automatic discovery and transfer of MAXQ hierarchies
Proceedings of the 25th international conference on Machine learning
The utility of temporal abstraction in reinforcement learning
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1
The Role of Anticipation in the Emergence of Language
Anticipatory Behavior in Adaptive Learning Systems
Subgoal Identification for Reinforcement Learning and Planning in Multiagent Problem Solving
MATES '07 Proceedings of the 5th German conference on Multiagent System Technologies
Discovering options from example trajectories
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
Learning by Automatic Option Discovery from Conditionally Terminating Sequences
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Multi-instance clustering with applications to multi-instance prediction
Applied Intelligence
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 4
Towards competence in autonomous agents
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 4
Existence of multiagent equilibria with limited agents
Journal of Artificial Intelligence Research
Autonomously learning an action hierarchy using a learned qualitative state representation
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Bayesian network-based behavior control for Skilligent robots
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Constructing action set from basis functions for reinforcement learning of robot control
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
A reinforcement learning model using macro-actions in multi-task grid-world problems
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Automatic discovery of subgoals in reinforcement learning using strongly connected components
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Optimal policy switching algorithms for reinforcement learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Multiple Instance Learning with Multiple Objective Genetic Programming for Web Mining
Applied Soft Computing
Autonomous discovery of subgoals using acyclic state trajectories
ICICA'10 Proceedings of the First international conference on Information computing and applications
Hierarchical behaviours: getting the most bang for your bit
ECAL'09 Proceedings of the 10th European conference on Advances in artificial life: Darwin meets von Neumann - Volume Part II
Automatic discovery of subgoals based on improved FCM clustering
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
Policy-contingent abstraction for robust robot control
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Automatic discovery of subgoals for sequential decision problems using potential fields
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
Learning skills in reinforcement learning using relative novelty
SARA'05 Proceedings of the 6th international conference on Abstraction, Reformulation and Approximation
Incremental skill acquisition for self-motivated learning animats
SAB'06 Proceedings of the 9th international conference on From Animals to Animats: simulation of Adaptive Behavior
Effectiveness of considering state similarity for reinforcement learning
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Computational Intelligence
Reinforcement learning to adjust robot movements to new situations
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Automatic construction of temporally extended actions for MDPs using bisimulation metrics
EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning
EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Transfer in reinforcement learning via shared features
The Journal of Machine Learning Research
Abstraction in Model Based Partially Observable Reinforcement Learning Using Extended Sequence Trees
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
DCOB: Action space for reinforcement learning of high DoF robots
Autonomous Robots
Automatic skill acquisition in reinforcement learning using graph centrality measures
Intelligent Data Analysis
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