Matthew E. Taylor

Ioannis P. Vlahavas

Proceedings of the Artificial Intelligence: Methods and Applications, 2014

Learning something from nothing: Leveraging implicit human feedback strategies.

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[DOI]

Proceedings of the 23rd IEEE International Symposium on Robot and Human Interactive Communication, 2014

Agents Teaching Agents in Reinforcement Learning (Nectar Abstract).

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[DOI]

Lisa Torrey

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2014

Multi-objectivization of reinforcement learning problems by reward shaping.

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[DOI]

Proceedings of the 2014 International Joint Conference on Neural Networks, 2014

Online Multi-Task Learning for Policy Gradient Methods.

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Proceedings of the 31th International Conference on Machine Learning, 2014

Using Ensemble Techniques and Multi-Objectivization to Solve Reinforcement Learning Problems.

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[DOI]

Tim Brys

Decebal Constantin Mocanu

Ann Nowé

Proceedings of the ECAI 2014 - 21st European Conference on Artificial Intelligence, 18-22 August 2014, Prague, Czech Republic, 2014

CLEANing the reward: counterfactual actions to remove exploratory action noise in multiagent learning (extended abstract).

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[DOI]

Proceedings of the International conference on Autonomous Agents and Multi-Agent Systems, 2014

Adaptive objective selection for correlated objectives in multi-objective reinforcement learning.

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[DOI]

Proceedings of the International conference on Autonomous Agents and Multi-Agent Systems, 2014

A Strategy-Aware Technique for Learning Behaviors from Discrete Human Feedback.

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Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

Combining Multiple Correlated Reward and Shaping Signals by Measuring Confidence.

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Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013

Mitigating multi-path fading in a mobile mesh network.

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[DOI]

Marcos Augusto M. Vieira

Ad Hoc Networks, 2013

Automatically Mapped Transfer between Reinforcement Learning Tasks via Three-Way Restricted Boltzmann Machines.

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[DOI]

Haitham Bou-Ammar

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2013

Teaching on a budget: agents advising agents in reinforcement learning.

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[DOI]

Lisa Torrey

Proceedings of the International conference on Autonomous Agents and Multi-Agent Systems, 2013

Autonomous Selection of Inter-Task Mappings in Transfer Learning (extended abstract).

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[DOI]

Proceedings of the Lifelong Machine Learning, 2013

Learning for Mobile-Robot Error Recovery (Extended Abstract).

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[DOI]

Ravi Balasubramanian

Proceedings of the Designing Intelligent Robots: Reintegrating AI II, 2013

2012

Towards student/teacher learning in sequential decision tasks.

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[DOI]

Lisa Torrey

Proceedings of the International Conference on Autonomous Agents and Multiagent Systems, 2012

Reinforcement learning transfer via sparse coding.

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[DOI]

Proceedings of the International Conference on Autonomous Agents and Multiagent Systems, 2012

2011

An Introduction to Intertask Transfer for Reinforcement Learning.

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[DOI]

AI Mag., 2011

Distributed on-Line Multi-Agent Optimization under Uncertainty: Balancing Exploration and Exploitation.

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[DOI]

Adv. Complex Syst., 2011

Editorial: Agents and Multi-Agent Systems.

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[DOI]

Frank Schweitzer

Adv. Complex Syst., 2011

Towards Addressing Model Uncertainty: Robust Execution-Time Coordination for Teamwork.

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[DOI]

Proceedings of the 2011 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2011

Transfer Learning via Multiple Inter-task Mappings.

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[DOI]

Proceedings of the Recent Advances in Reinforcement Learning - 9th European Workshop, 2011

Reinforcement Learning Transfer Using a Sparse Coded Inter-task Mapping.

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[DOI]

Proceedings of the Multi-Agent Systems - 9th European Workshop, 2011

Teaching Reinforcement Learning with Mario: An Argument and Case Study.

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[DOI]

Matthew Edmund Taylor

Proceedings of the Second Symposium on Education Advances in Artificial Intelligence, 2011

Model AI Assignments 2011.

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Proceedings of the Second Symposium on Education Advances in Artificial Intelligence, 2011

ESCAPES: evacuation simulation with children, authorities, parents, emotions, and social comparison.

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Proceedings of the 10th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2011), 2011

Integrating reinforcement learning with human demonstrations of varying ability.

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[DOI]

Halit Bener Suay

Sonia Chernova

Proceedings of the 10th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2011), 2011

Metric learning for reinforcement learning agents.

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[DOI]

Brian Kulis

Fei Sha

Proceedings of the 10th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2011), 2011

Flood Disaster Mitigation: A Real-World Challenge Problem for Multi-agent Unmanned Surface Vehicles.

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[DOI]

Proceedings of the Advanced Agent Technology, 2011

Teamwork in distributed POMDPs: execution-time coordination under model uncertainty.

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[DOI]

Proceedings of the 10th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2011), 2011

Reinforcement Learning Transfer via Common Subspaces.

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[DOI]

Haitham Bou-Ammar

Proceedings of the Adaptive and Learning Agents - International Workshop, 2011

Protecting against evaluation overfitting in empirical reinforcement learning.

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[DOI]

Proceedings of the 2011 IEEE Symposium on Adaptive Dynamic Programming And Reinforcement Learning, 2011

Using Human Demonstrations to Improve Reinforcement Learning.

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[DOI]

Matthew Edmund Taylor

Halit Bener Suay

Sonia Chernova

Proceedings of the Help Me Help You: Bridging the Gaps in Human-Agent Collaboration, 2011

2010

A Framework for Evaluating Deployed Security Systems: Is There a Chink in your ARMOR?

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[DOI]

Christopher Kiekintveld

Craig Western

Milind Tambe

Informatica (Slovenia), 2010

Critical factors in the empirical performance of temporal difference and evolutionary methods for reinforcement learning.

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[DOI]

Auton. Agents Multi Agent Syst., 2010

When should there be a "Me" in "Team"?: distributed multi-agent optimization under uncertainty.

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[DOI]

Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2010), 2010

Evolving Compiler Heuristics to Manage Communication and Contention.

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[DOI]

Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

Teamwork and Coordination under Model Uncertainty in DEC-POMDPs.

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Proceedings of the Interactive Decision Theory and Game Theory, 2010

2009

Transfer in Reinforcement Learning Domains

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[DOI]

Studies in Computational Intelligence 216, Springer, ISBN: 978-3-642-01881-7, 2009

Transfer Learning for Reinforcement Learning Domains: A Survey.

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[DOI]

J. Mach. Learn. Res., 2009

AAAI 2008 Workshop Reports.

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[DOI]

AI Mag., 2009

DCOPs Meet the Real World: Exploring Unknown Reward Matrices with Applications to Mobile Sensor Networks.

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[DOI]

Proceedings of the IJCAI 2009, 2009

Abstraction and Generalization in Reinforcement Learning: A Summary and Framework.

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[DOI]

Marc J. V. Ponsen

Karl Tuyls

Proceedings of the Adaptive and Learning Agents, Second Workshop, 2009

Exploiting Coordination Locales in Distributed POMDPs via Social Model Shaping.

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[DOI]

Proceedings of the 19th International Conference on Automated Planning and Scheduling, 2009

Assisting Transfer-Enabled Machine Learning Algorithms: Leveraging Human Knowledge for Curriculum Design.

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[DOI]

Proceedings of the Agents that Learn from Human Teachers, 2009

2008

Transferring Instances for Model-Based Reinforcement Learning.

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[DOI]

Nicholas K. Jong

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2008

Autonomous transfer for reinforcement learning.

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[DOI]

Gregory Kuhlmann

Proceedings of the 7th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2008), 2008

Transfer Learning and Intelligence: an Argument and Approach.

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[DOI]

Gregory Kuhlmann

Proceedings of the Artificial General Intelligence 2008, 2008

Feature selection and policy optimization for distributed instruction placement using reinforcement learning.

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[DOI]

Proceedings of the 17th International Conference on Parallel Architectures and Compilation Techniques, 2008

2007

Transfer Learning via Inter-Task Mappings for Temporal Difference Learning.

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[DOI]

Yaxin Liu

J. Mach. Learn. Res., 2007

Empirical Studies in Action Selection with Reinforcement Learning.

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[DOI]

Adapt. Behav., 2007

Cross-domain transfer for reinforcement learning.

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[DOI]

Proceedings of the Machine Learning, 2007

Guiding Inference with Policy Search Reinforcement Learning.

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[DOI]

Proceedings of the Twentieth International Florida Artificial Intelligence Research Society Conference, 2007

Autonomous Classification of Knowledge into an Ontology.

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[DOI]

Proceedings of the Twentieth International Florida Artificial Intelligence Research Society Conference, 2007

Transfer via inter-task mappings in policy search reinforcement learning.

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Proceedings of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2007), 2007

Towards reinforcement learning representation transfer.

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[DOI]

Proceedings of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2007), 2007

IFSA: incremental feature-set augmentation for reinforcement learning tasks.

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[DOI]

Mazda Ahmadi

Proceedings of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2007), 2007

Representation Transfer for Reinforcement Learning.

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[DOI]

Proceedings of the Computational Approaches to Representation Change during Learning and Development, 2007

Temporal Difference and Policy Search Methods for Reinforcement Learning: An Empirical Comparison.

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[DOI]

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

Representation Transfer via Elaboration.

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[DOI]

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

Autonomous Inter-Task Transfer in Reinforcement Learning Domains.

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[DOI]

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

2006

Comparing evolutionary and temporal difference methods in a reinforcement learning domain.

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[DOI]

Proceedings of the Genetic and Evolutionary Computation Conference, 2006

Inter-Task Action Correlation for Reinforcement Learning Tasks.

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[DOI]

Proceedings of the Proceedings, 2006

2005

Keepaway Soccer: From Machine Learning Testbed to Benchmark.

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[DOI]

Proceedings of the RoboCup 2005: Robot Soccer World Cup IX, 2005

Behavior transfer for value-function-based reinforcement learning.

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Proceedings of the 4th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2005), 2005

Value Functions for RL-Based Behavior Transfer: A Comparative Study.

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[DOI]