SkillMAS couples skill evolution and MAS restructuring via utility learning from traces, bounded skill updates, and evidence-gated team changes, reporting competitive results across manipulation, CLI, and retail tasks.
Why kept / why rejected.Kept because it converts many benchmark-specific mistakes into general status, id, payment, and confirmation checks
1 Pith paper cite this work. Polarity classification is still indexing.
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cs.MA 1years
2026 1verdicts
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SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System
SkillMAS couples skill evolution and MAS restructuring via utility learning from traces, bounded skill updates, and evidence-gated team changes, reporting competitive results across manipulation, CLI, and retail tasks.