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ATAL
2008
Springer
15 years 8 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
ATAL
2010
Springer
15 years 5 months ago
On events in multi-robot patrol in adversarial environments
The problem of multi-robot patrol in adversarial environments has been gaining considerable interest during the recent years.In this problem, a team of mobile robots is required t...
Noa Agmon
ATAL
2008
Springer
15 years 8 months ago
Artificial agents learning human fairness
Recent advances in technology allow multi-agent systems to be deployed in cooperation with or as a service for humans. Typically, those systems are designed assuming individually ...
Steven de Jong, Karl Tuyls, Katja Verbeeck
IPPS
2003
IEEE
15 years 11 months ago
RMIX: A Multiprotocol RMI Framework for Java
With the increasing adoption of Java for parallel and distributed computing, there is a strong motivation for enhancing the expressive elegance of the RMI paradigm with flexible ...
Dawid Kurzyniec, Tomasz Wrzosek, Vaidy S. Sunderam...
ATAL
2005
Springer
15 years 12 months ago
Automatic computer game balancing: a reinforcement learning approach
Designing agents whose behavior challenges human players adequately is a key issue in computer games development. This work presents a novel technique, based on reinforcement lear...
Gustavo Andrade, Geber Ramalho, Hugo Santana, Vinc...