Diederik M. Roijers

Postal address:

Vrije Universiteit Brussel
Artificial Intelligence Lab
Pleinlaan 2
Building G, 10th floor
1050 Brussels
Belgium

Please see http://roijers.info

Recent publications

 

  • Denis Steckelmacher, Diederik M. Roijers, Anna Harutyunyan, Peter Vrancx, Hélène Plisnier, Ann Nowé - Reinforcement Learning in POMDPs with Memoryless Options and Option-Observation Initiation Sets. In Proceedings of the 32th AAAI Conference on Artificial Intelligence, February 2018. (To appear.) [pdf]
  • Peter Vamplew, Dean Webb, Luisa M. Zintgraf, Diederik M. Roijers, Richard Dazeley, Rustam Issabekov, and Evan Dekker - MORL-Glue: A Benchmark Suite for Multi-Objective Reinforcement Learning. In BNAIC 2017, 2 pages, November 2017. (Demonstration paper) [pdf]
  • Denis Steckelmacher, Hélène Plisnier, Diederik M. Roijers, and Ann Nowé - Hierarchical Reinforcement Learning for a Robotic Partially Observable Task. In BNAIC 2017, 2 pages, November 2017. (Demonstration paper), 2 pages, November 2017. [pdf]
  • Manon Legrand, Roxana Rădulescu, Diederik M. Roijers, and Ann Nowé - Neural Network Reuse in Deep RL for Autonomous Vehicles among Human Drivers. In BNAIC 2017, 2 pages, November 2017. (Extended abstract) [pdf]
  • Manon Legrand, Roxana Rădulescu, Diederik M. Roijers, and Ann Nowé - The SimuLane Highway Traffic Simulator for Multi-Agent Reinforcement Learning. In BNAIC 2017, 2 pages, November 2017. (Demonstration paper) [pdf]
  • Diederik M. Roijers, Luisa M. Zintgraf, and Ann Nowé - Interactive Thompson Sampling for Multi-Objective Multi-Armed Bandits. In Proceedings of the 5th International Conference on Algorithmic Decision Theory (ADT), October 2017. [pdf]
  • Ayumi Igarashi and Diederik M. Roijers - Multi-Criteria Coalition Formation Games. In Proceedings of the 5th International Conference on Algorithmic Decision Theory (ADT), October 2017. [pdf]
  • Luisa M. Zintgraf, Edgar A. Lopez-Rojas, Diederik M. Roijers, Ann Nowé - MultiMAuS: a Multi-modal Authentication Simulator for Fraud Detection Research. In Proceedings of the European Modeling and Simulation Symposium (EMSS), September 2017. [pdf]
  • Denis Steckelmacher, Hélène Plisnier, Diederik M. Roijers, and Ann Nowé - Hierarchical Reinforcement Learning for Robots in POMDPs with Option-Observation Initiation Sets. In Proceedings of Delft Workshop on Robot Learning (DWRL), 3 pages, September 2017. [pdf]
  • Ayumi Igarashi and Diederik M. Roijers - Multi-Criteria Coalition Formation Games. In Proceedings of 8th AAMAS Workshop on Cooperative Games in Multiagent Systems (CoopMAS), 15 pages, May 2017. [pdf]
  • Pieter Libin, Timothy Verstraeten, Kristof Theys, Diederik M. Roijers, Peter Vrancx, and Ann Nowé - Efficient evaluation of influenza mitigation strategies using preventive bandits. In Proceedings of the AAMAS workshop on Adaptive Learning Agents (ALA), 9 pages, May 2017.
  • Diederik M. Roijers and Shimon Whiteson - Multi-Objective Decision Making. In the series: Synthesis Lectures on Artificial Intelligence and Machine Learning 11:1, Morgan and Claypool, April 2017. ISBN: 9781627059602 (paperback) / 9781627056991 (e-book). [link]

 

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