Author

Hyeong Kyu Choi

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Jul 2026

Multi-Agent LLMs Fail to Explore Each Other

This work introduces Multi- Agent Contextual Exploration (MACE), a lightweight framework that explicitly promotes exploration through structured peer selection that substantially improves exploration behavior and downstream task performance and shows theoretically that the value of exploration increases with agent diversity.

Hyeong Kyu Choi, Jiatong Li, Wendi Li et al. · arXiv.org · 1 citation