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Conference Paper
Network-Based Message Selection for Efficient Communication of Multi-Agent Collaboration
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- Authors
- Seungjun Hyeon, Minho Park, Dong-oh Kang
- Issue Date
- 2024-10
- Citation
- International Conference on Information and Communication Technology Convergence (ICTC) 2024, pp.2193-2194
- Publisher
- IEEE
- Language
- English
- Type
- Conference Paper
- Abstract
- This paper proposes an efficient communication method through network-based message selection to reduce messages in multi-agent collaboration. The proposed method optimizes message communication in the distributed execution phase of multi-agent reinforcement learning through network learning. It addresses the limitations of traditional approaches, which often use a centralized communication controller or employ heuristic methods in distributed applications. The effectiveness of this study is demonstrated by applying it to some multi-agent reinforcement learning algorithms in the StarCraft Multi-Agent Challenge environment.
- KSP Keywords
- Communication Controller(CC), Distributed Applications, Distributed Execution, Heuristic method, Multi-agent collaboration, Network-based, Reinforcement learning(RL), efficient communication, learning algorithm, multi-agent reinforcement learning, network learning