Preprint
Aug 2026
EMAS: Stabilizing Multi-Agent System Evolution through Evidence-Guided Revision
Results show that EMAS can turn experience from new samples into reusable updates to MAS topology and prompts, and is best or tied in six of eight model--benchmark settings.
Chao Fei, Qing-Yi Si, Kai-Huan Liang et al.
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