Song-Miao Wang

Competence-Aware Orchestration for LLM-Based Multi-Agent Systems

LLM-based multi-agent systems (MAS) have emerged as a promising paradigm for enhancing complex reasoning through role specialization and collaboration, yet a key challenge remains: how can collaboration be adapted to a backbone's competence on the current query? This problem matters because more collaboration is not al...