Hierarchical multi-agent reinforcement learning
Proceedings of the fifth international conference on Autonomous agents
Relational Reinforcement Learning
Machine Learning
Machine Learning
Opponent interactions between serotonin and dopamine
Neural Networks - Computational models of neuromodulation
Recent Advances in Hierarchical Reinforcement Learning
Discrete Event Dynamic Systems
Multiple model-based reinforcement learning
Neural Computation
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
Model Minimization in Hierarchical Reinforcement Learning
Proceedings of the 5th International Symposium on Abstraction, Reformulation and Approximation
TCS Learning Classifier System Controller on a Real Robot
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
AI '02 Proceedings of the 15th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Speeding-up Reinforcement Learning with Multi-step Actions
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
A Roadmap to the Last Decade of Learning Classifier System Research
Learning Classifier Systems, From Foundations to Applications
World-Modeling vs. World-Axiomatizing
LPNMR '99 Proceedings of the 5th International Conference on Logic Programming and Nonmonotonic Reasoning
Karlsruhe Brainstormers - Design Principles
RoboCup-99: Robot Soccer World Cup III
Decision-Theoretic Control of Planetary Rovers
Revised Papers from the International Seminar on Advances in Plan-Based Control of Robotic Agents,
Adaptive Representation Methods for Reinforcement Learning
AI '01 Proceedings of the 14th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Learning to Execute Navigation Plans
KI '01 Proceedings of the Joint German/Austrian Conference on AI: Advances in Artificial Intelligence
Spatiotemporal Abstraction of Stochastic Sequential Processes
Proceedings of the 5th International Symposium on Abstraction, Reformulation and Approximation
Using ILP to Improve Planning in Hierarchical Reinforcement Learning
ILP '00 Proceedings of the 10th International Conference on Inductive Logic Programming
Nearly deterministic abstractions of Markov decision processes
Eighteenth national conference on Artificial intelligence
Recent Advances in Hierarchical Reinforcement Learning
Discrete Event Dynamic Systems
Inter-module credit assignment in modular reinforcement learning
Neural Networks
Emotion-based hierarchical reinforcement learning
Design and application of hybrid intelligent 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
Hierarchical Reinforcement Learning in Communication-Mediated Multiagent Coordination
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
Learning to Communicate and Act Using Hierarchical Reinforcement Learning
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
Multi-Agent Patrolling with Reinforcement Learning
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
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
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
An abstraction agorithm for genetics-based reinforcement learning
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Modeling task allocation using a decision theoretic model
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
Identifying useful subgoals in reinforcement learning by local graph partitioning
ICML '05 Proceedings of the 22nd international conference on Machine learning
Learning predictive representations from a history
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
Dealing with non-stationary environments using context detection
ICML '06 Proceedings of the 23rd international conference on Machine learning
An intrinsic reward mechanism for efficient exploration
ICML '06 Proceedings of the 23rd international conference on Machine learning
Predictive state representations with options
ICML '06 Proceedings of the 23rd international conference on Machine learning
Causal Graph Based Decomposition of Factored MDPs
The Journal of Machine Learning Research
Automatic shaping and decomposition of reward functions
Proceedings of the 24th international conference on Machine learning
Learning state-action basis functions for hierarchical MDPs
Proceedings of the 24th international conference on Machine learning
Model-free learning control of neutralization processes using reinforcement learning
Engineering Applications of Artificial Intelligence
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
Batch reinforcement learning in a complex domain
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
IFSA: incremental feature-set augmentation for reinforcement learning tasks
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Scaling ant colony optimization with hierarchical reinforcement learning partitioning
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Hierarchical model-based reinforcement learning: R-max + MAXQ
Proceedings of the 25th international conference on Machine learning
Automatic discovery and transfer of MAXQ hierarchies
Proceedings of the 25th international conference on Machine learning
Hierarchical Average Reward Reinforcement Learning
The Journal of Machine Learning Research
The utility of temporal abstraction in reinforcement learning
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1
Multi-robot Cooperation Based on Hierarchical Reinforcement Learning
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
The Role of Anticipation in the Emergence of Language
Anticipatory Behavior in Adaptive Learning Systems
Options in Readylog Reloaded --- Generating Decision-Theoretic Plan Libraries in Golog
KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence
Subgoal Identification for Reinforcement Learning and Planning in Multiagent Problem Solving
MATES '07 Proceedings of the 5th German conference on Multiagent System Technologies
Model-Based Reinforcement Learning in a Complex Domain
RoboCup 2007: Robot Soccer World Cup XI
Multigrid Reinforcement Learning with Reward Shaping
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Self-organized Reinforcement Learning Based on Policy Gradient in Nonstationary Environments
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Transfer in variable-reward hierarchical reinforcement learning
Machine Learning
Study of Cooperation Strategy of Robot Based on Parallel Q-Learning Algorithm
ICIRA '08 Proceedings of the First International Conference on Intelligent Robotics and Applications: Part I
Reinforcement Learning: A Tutorial Survey and Recent Advances
INFORMS Journal on Computing
Multi-robot task allocation through vacancy chain scheduling
Robotics and Autonomous Systems
2009 Special Issue: Goal-directed control and its antipodes
Neural Networks
Learning complex motions by sequencing simpler motion templates
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Fast gradient-descent methods for temporal-difference learning with linear function approximation
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Discovering options from example trajectories
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
A task specification language for bootstrap learning
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
An Inductive Logic Programming Approach to Statistical Relational Learning
Proceedings of the 2005 conference on An Inductive Logic Programming Approach to Statistical Relational Learning
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
A hybrid approach to multi-agent decision-making
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Multiscale Anticipatory Behavior by Hierarchical Reinforcement Learning
Anticipatory Behavior in Adaptive Learning Systems
Learning and applying competitive strategies
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Using Homomorphisms to transfer options across continuous reinforcement learning domains
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Decision tree methods for finding reusable MDP homomorphisms
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Compositional Models for Reinforcement Learning
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Towards competence in autonomous agents
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 4
Abstraction in predictive state representations
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Autonomous robot skill acquisition
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Journal of Artificial Intelligence Research
Probabilistic hybrid action models for predicting concurrent percept-driven robot behavior
Journal of Artificial Intelligence Research
Communication-based decomposition mechanisms for decentralized MDPs
Journal of Artificial Intelligence Research
Policy recognition in the abstract hidden Markov model
Journal of Artificial Intelligence Research
Learning and multiagent reasoning for autonomous agents
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
State similarity based approach for improving performance in RL
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Building portable options: skill transfer in reinforcement learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Effective control knowledge transfer through learning skill and representation hierarchies
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Hierarchical heuristic forward search in Stochastic domains
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
Extending DTGOLOG with options
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Adaptive Fuzzy Function Approximation for Multi-agent Reinforcement Learning
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Customizing directions in an automated wayfinding system for individuals with cognitive impairment
Proceedings of the 11th international ACM SIGACCESS conference on Computers and accessibility
Automatic abstraction in reinforcement learning using data mining techniques
Robotics and Autonomous Systems
Robot weightlifting by direct policy search
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
State abstraction discovery from irrelevant state variables
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Efficient skill learning using abstraction selection
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
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
An empirical semantics approach to reasoning about communication
Engineering Applications of Artificial Intelligence
Switching between different state representations in reinforcement learning
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Learning to generalize and reuse skills using approximate partial policy homomorphisms
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Transfer Learning for Reinforcement Learning Domains: A Survey
The Journal of Machine Learning Research
Learning to control at multiple time scales
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Evolution and learning in an intrinsically motivated reinforcement learning robot
ECAL'07 Proceedings of the 9th European conference on Advances in artificial life
Plan-based control of robotic agents: improving the capabilities of autonomous robots
Plan-based control of robotic agents: improving the capabilities of autonomous robots
Learning relational options for inductive transfer in relational reinforcement learning
ILP'07 Proceedings of the 17th international conference on Inductive logic programming
Intrinsically motivated machines
50 years of artificial intelligence
Empirical analysis of an on-line adaptive system using a mixture of Bayesian networks
Information Sciences: an International Journal
Learning of subgoals for goal-oriented behavior control of mobile robots
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
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
Probabilistic Policy Reuse for inter-task transfer learning
Robotics and Autonomous Systems
IEEE Transactions on Evolutionary Computation
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Using spatial hints to improve policy reuse in a reinforcement learning agent
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Optimal policy switching algorithms for reinforcement learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Improving the performance of complex agent plans through 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
Using bisimulation for policy transfer in MDPs
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Self-Organizing Sensorimotor Maps Plus Internal Motivations Yield Animal-Like Behavior
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Model-free control based on reinforcement learning for a wastewater treatment problem
Applied Soft Computing
Time-based reward shaping in real-time strategy games
ADMI'10 Proceedings of the 6th international conference on Agents and data mining interaction
TeXDYNA: hierarchical reinforcement learning in factored MDPs
SAB'10 Proceedings of the 11th international conference on Simulation of adaptive behavior: from animals to animats
One-shot supervised reinforcement learning for multi-targeted tasks: RL-SAS
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Resource-driven mission-phasing techniques for constrained agents in stochastic environments
Journal of Artificial Intelligence Research
Bee behaviour in multi-agent systems: a bee foraging algorithm
ALAMAS'05/ALAMAS'06/ALAMAS'07 Proceedings of the 5th , 6th and 7th European conference on Adaptive and learning agents and multi-agent systems: adaptation and multi-agent learning
Structural knowledge transfer by spatial abstraction for reinforcement learning agents
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Efficient planning under uncertainty with macro-actions
Journal of Artificial Intelligence Research
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
The 10th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Episodic task learning in Markov decision processes
Artificial Intelligence Review
Distributed planning in hierarchical factored MDPs
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Decision-theoretic planning with concurrent temporally extended actions
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Improving bayesian network structure search with random variable aggregation hierarchies
ECML'06 Proceedings of the 17th European conference on Machine Learning
Coordination with collective and individual decisions
IBERAMIA-SBIA'06 Proceedings of the 2nd international joint conference, and Proceedings of the 10th Ibero-American Conference on AI 18th Brazilian conference on Advances 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
Knowledge update in a knowledge-based dynamic scheduling decision system
KSEM'06 Proceedings of the First international conference on Knowledge Science, Engineering and Management
Nearly optimal exploration-exploitation decision thresholds
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Learning skills in reinforcement learning using relative novelty
SARA'05 Proceedings of the 6th international conference on Abstraction, Reformulation and Approximation
Review: learning like a baby: A survey of artificial intelligence approaches
The Knowledge Engineering Review
Agent technology for coordinating UAV target tracking
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
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
Desire-space analysis and action selection for multiple dynamic goals
CLIMA'04 Proceedings of the 5th international conference on Computational Logic in Multi-Agent Systems
Robot learning from demonstration by constructing skill trees
International Journal of Robotics Research
Abstraction and generalization in reinforcement learning: a summary and framework
ALA'09 Proceedings of the Second international conference on Adaptive and Learning Agents
Recursive adaptation of stepsize parameter for non-stationary environments
ALA'09 Proceedings of the Second international conference on Adaptive and Learning Agents
Effectiveness of considering state similarity for reinforcement learning
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Discovery of complex behaviors through contact-invariant optimization
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
The eMOSAIC model for humanoid robot control
Neural Networks
Computational Intelligence
A time aggregation approach to Markov decision processes
Automatica (Journal of IFAC)
Actor-critic algorithms for hierarchical Markov decision processes
Automatica (Journal of IFAC)
The successor representation and temporal context
Neural Computation
Q-error as a selection mechanism in modular reinforcement-learning systems
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Soar-RL: integrating reinforcement learning with Soar
Cognitive Systems Research
Self-organization in an agent network: A mechanism and a potential application
Decision Support Systems
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
Unified inter and intra options learning using policy gradient methods
EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning
An extension of a hierarchical reinforcement learning algorithm for multiagent settings
EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning
Coordination guided 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
Beyond reward: the problem of knowledge and data
ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
Integrating relational reinforcement learning with reasoning about actions and change
ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
A modular hierarchical reinforcement learning algorithm
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
SDCTD '12 NAACL-HLT Workshop on Future Directions and Needs in the Spoken Dialog Community: Tools and Data
People, sensors, decisions: Customizable and adaptive technologies for assistance in healthcare
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special issue on highlights of the decade in interactive intelligent systems
Bayesian nonparametric inverse reinforcement learning
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Active learning of inverse models with intrinsically motivated goal exploration in robots
Robotics and Autonomous Systems
Reinforcement Learning with Reward Shaping and Mixed Resolution Function Approximation
International Journal of Agent Technologies and Systems
Simulating UAV Surveillance for Analyzing Impact of Commitments in Multi-Agent Systems
International Journal of Agent Technologies and Systems
A hierarchical representation policy iteration algorithm for reinforcement learning
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
SBP'13 Proceedings of the 6th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
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
Neuroevolution results in emergence of short-term memory in multi-goal environment
Proceedings of the 15th annual conference on Genetic and evolutionary computation
DCOB: Action space for reinforcement learning of high DoF robots
Autonomous Robots
Bayesian interaction shaping: learning to influence strategic interactions in mixed robotic domains
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Organizational design principles and techniques for decision-theoretic agents
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Modeling human behavior in the aftermath of a hypothetical improvised nuclear detonation
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Machine learning for interactive systems and robots: a brief introduction
Proceedings of the 2nd Workshop on Machine Learning for Interactive Systems: Bridging the Gap Between Perception, Action and Communication
Automatic interface optimization through random exploration of available elements
Proceedings of the 2nd Workshop on Machine Learning for Interactive Systems: Bridging the Gap Between Perception, Action and Communication
Study of similar motion imitation of stepping upstairs for humanoid robot
International Journal of Computing Science and Mathematics
Design for a darwinian brain: part 1. philosophy and neuroscience
Living Machines'13 Proceedings of the Second international conference on Biomimetic and Biohybrid Systems
Models of gaze control for manipulation tasks
ACM Transactions on Applied Perception (TAP)
Better generalization with forecasts
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
WrightEagle and UT Austin villa: RoboCup 2011 simulation league champions
Robot Soccer World Cup XV
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
Multiagent meta-level control for radar coordination
Web Intelligence and Agent Systems
Interactive activity recognition and prompting to assist people with cognitive disabilities
Journal of Ambient Intelligence and Smart Environments - Home-based Health and Wellness Measurement and Monitoring
Automatic skill acquisition in reinforcement learning using graph centrality measures
Intelligent Data Analysis
Multi-timescale nexting in a reinforcement learning robot
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
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