Learning agents for uncertain environments (extended abstract)
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Module-Based Reinforcement Learning: Experiments with a Real Robot
Machine Learning - Special issue on learning in autonomous robots
Using background knowledge to speed reinforcement learning in physical agents
Proceedings of the fifth international conference on Autonomous agents
A Hybrid Architecture for Situated Learning of Reactive Sequential Decision Making
Applied Intelligence
Module-Based Reinforcement Learning: Experiments with a Real Robot
Autonomous Robots
Machine Learning
Structure in the Space of Value Functions
Machine Learning
Recent Advances in Hierarchical Reinforcement Learning
Discrete Event Dynamic Systems
Multiple model-based reinforcement learning
Neural Computation
An Overview of MAXQ Hierarchical Reinforcement Learning
SARA '02 Proceedings of the 4th International Symposium on Abstraction, Reformulation, and Approximation
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
Multiple Forward Model Architecture for Sequence Processing
Sequence Learning - Paradigms, Algorithms, and Applications
Automatic Segmentation of Sequences through Hierarchical Reinforcement Learning
Sequence Learning - Paradigms, Algorithms, and Applications
Plan-Based Control for Autonomous Soccer Robots (Preliminary Report)
Revised Papers from the International Seminar on Advances in Plan-Based Control of Robotic Agents,
Revisiting Asimov's First Law: A Response to the Call to Arms
ATAL '01 Revised Papers from the 8th International Workshop on Intelligent Agents VIII
Using ILP to Improve Planning in Hierarchical Reinforcement Learning
ILP '00 Proceedings of the 10th International Conference on Inductive Logic Programming
State abstraction for programmable reinforcement learning agents
Eighteenth national conference on Artificial intelligence
Recent Advances in Hierarchical Reinforcement Learning
Discrete Event Dynamic Systems
Reinforcement learning based on local state feature learning and policy adjustment
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Introduction to multimedia and mobile agents
Inter-module credit assignment in modular reinforcement learning
Neural Networks
Using relative novelty to identify useful temporal abstractions in reinforcement learning
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Reinforcement Learning with Factored States and Actions
The Journal of Machine Learning Research
Planning and programming with first-order markov decision processes: insights and challenges
TARK '01 Proceedings of the 8th conference on Theoretical aspects of rationality and knowledge
Predicting possible conflicts in hierarchical planning for multi-agent systems
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
A causal approach to hierarchical decomposition of factored MDPs
ICML '05 Proceedings of the 22nd international conference on Machine learning
Motor primitive and sequence self-organization in a hierarchical recurrent neural network
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Causal Graph Based Decomposition of Factored MDPs
The Journal of Machine Learning Research
A framework for meta-level control in multi-agent systems
Autonomous Agents and Multi-Agent Systems
A layered approach to learning coordination knowledge in multiagent environments
Applied Intelligence
Multigrid Reinforcement Learning with Reward Shaping
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Towards adaptive programming: integrating reinforcement learning into a programming language
Proceedings of the 23rd ACM SIGPLAN conference on Object-oriented programming systems languages and applications
Practical solution techniques for first-order MDPs
Artificial Intelligence
Robotics and Autonomous Systems
Reinforcement Learning: A Tutorial Survey and Recent Advances
INFORMS Journal on Computing
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
Multiscale Anticipatory Behavior by Hierarchical Reinforcement Learning
Anticipatory Behavior in Adaptive Learning Systems
Towards competence in autonomous agents
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 4
Economic hierarchical Q-learning
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Evaluation of a hierarchical reinforcement learning spoken dialogue system
Computer Speech and Language
Hierarchical reinforcement learning with the MAXQ value function decomposition
Journal of Artificial Intelligence Research
Probabilistic hybrid action models for predicting concurrent percept-driven robot behavior
Journal of Artificial Intelligence Research
Policy recognition in the abstract hidden Markov model
Journal of Artificial Intelligence Research
Multi-value-functions: efficient automatic action hierarchies for multiple goal MDPs
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Building portable options: skill transfer in reinforcement learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
SMDP homomorphisms: an algebraic approach to abstraction in semi-Markov decision processes
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Automatic abstraction in reinforcement learning using data mining techniques
Robotics and Autonomous Systems
Concurrent hierarchical reinforcement learning
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
On agents and grids: Creating the fabric for a new generation of distributed intelligent systems
Web Semantics: Science, Services and Agents on the World Wide Web
Adaptive multi-agent programming in GTGolog
KI'06 Proceedings of the 29th annual German conference on Artificial intelligence
Generating hierarchical structure in reinforcement learning from state variables
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Plan-based control of robotic agents: improving the capabilities of autonomous robots
Plan-based control of robotic agents: improving the capabilities of autonomous robots
TTree: tree-based state generalization with temporally abstract actions
Adaptive agents and multi-agent systems
IEEE Transactions on Evolutionary Computation
Optimal policy switching algorithms for reinforcement learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Basis function construction for hierarchical reinforcement learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Adaptation-based programming in java
Proceedings of the 20th ACM SIGPLAN workshop on Partial evaluation and program manipulation
Structural knowledge transfer by spatial abstraction for reinforcement learning agents
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Solving POMDPs by searching the space of finite policies
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Distributed planning in hierarchical factored MDPs
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Hierarchical solution of Markov decision processes using macro-actions
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Flexible decomposition algorithms for weakly coupled Markov decision problems
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Grey reinforcement learning for incomplete information processing
TAMC'06 Proceedings of the Third international conference on Theory and Applications of Models of Computation
Adaptive opportunistic routing for wireless ad hoc networks
IEEE/ACM Transactions on Networking (TON)
Synthesizing efficient controllers
VMCAI'12 Proceedings of the 13th international conference on Verification, Model Checking, and Abstract Interpretation
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
Transfer in reinforcement learning via shared features
The Journal of Machine Learning Research
Automatic generation and learning of finite-state controllers
AIMSA'12 Proceedings of the 15th international conference on Artificial Intelligence: methodology, systems, and applications
Reinforcement Learning with Reward Shaping and Mixed Resolution Function Approximation
International Journal of Agent Technologies and Systems
Reinforcement learning algorithms with function approximation: Recent advances and applications
Information Sciences: an International Journal
Hierarchical Social Network Analysis Using a Multi-Agent System: A School System Case
International Journal of Agent Technologies and Systems
Automatic skill acquisition in reinforcement learning using graph centrality measures
Intelligent Data Analysis
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