EvoSteer: Online Self-Evolving Graph Orchestration via Reference-Anchored Credit Assignment.

arXiv:2609.38661v2 Announce Type: replace Abstract: In recent years, LLM-based multi-agent systems have been widely applied to orchestrate tool-using agents into executable communication graphs. However, existing self-evolving orchestration still faces key cha