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ATAL
2008
Springer
13 years 11 months ago
The identification of users by relational agents
Virtual agents designed to establish relationships with more than one user must be able to identify and distinguish among those users with high reliability. We descr...
Daniel Schulman, Mayur Sharma, Timothy W. Bickmore
ATAL
2008
Springer
13 years 11 months ago
Switching dynamics of multi-agent learning
This paper presents the dynamics of multi-agent reinforcement learning in multiple state problems. We extend previous work that formally modelled the relation between reinforcemen...
Peter Vrancx, Karl Tuyls, Ronald L. Westra
ATAL
2008
Springer
13 years 11 months ago
Decentralized algorithms for collision avoidance in airspace
The paper proposes decentralized deconfliction algorithms deployed on multiple autonomous aerial vehicles in freeflight operations. The paper provides two separate algorithms for ...
David Sislák, Jiri Samek, Michal Pechoucek
ATAL
2008
Springer
13 years 11 months ago
Towards agents participating in realistic multi-unit sealed-bid auctions
When autonomous agents decide on their bidding strategies in real world auctions, they have a number of concerns that go beyond the models that are normally analyzed in traditiona...
Ioannis A. Vetsikas, Nicholas R. Jennings
ATAL
2008
Springer
13 years 11 months ago
Efficient multi-agent reinforcement learning through automated supervision
Multi-Agent Reinforcement Learning (MARL) algorithms suffer from slow convergence and even divergence, especially in large-scale systems. In this work, we develop a supervision fr...
Chongjie Zhang, Sherief Abdallah, Victor R. Lesser