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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Lina Lu

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Sep 2026

LLM-guided contrastive role representation for diverse multi-agent coordination

Experiments on the StarCraft Multi-Agent Challenge benchmark demonstrate that CLRE achieves superior win rates and sample efficiency compared with state-of-the-art MARL methods, showing that the proposed approach enables diverse and efficient cooperation among agents in complex environments.

Tingting Wei, Yan Zheng, Zhang-Ling Wang et al. · 0 citations

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