Reinforcement Learning of Coordination in Heterogeneous Cooperative Multi-Agent Systems
International Joint Conference on Autonomous Agents and Multiagent Systems, 2004In today?s open networking environment, the assumption that the learning agents that join a system are homogeneous is becoming increasingly unrealistic. This makes ef fective coordination particularly dif ficult to learn, especially in the absence of learning agent standards. In this short paper we investigate the problem of learning to coordinate with
Spiros Kapetanakis, Daniel Kudenko
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Mutualistic Interactions in Heterogeneous Multi-Agent Systems
2023 62nd IEEE Conference on Decision and Control (CDC), 2023Alexander A. Nguyen +2 more
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A Heterogeneous Multi-Agent System for Adaptive Web Applications. [PDF]
, 2006 A web site presents an intrinsic graph-like spatial structure composed of pages connected by hyperlinks. This structure may represent an environment in which agents related to visitors of the web site are positioned and moved in order to track their navigation. To consider this structure and to keep track of these movements allows the monitoring of the
BONOMI, ANDREA +2 more
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Consensus of second-order heterogeneous multi-agent systems with and without input saturation
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A novel group consensus protocol for heterogeneous multi-agent systems
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