2026
MonoScale: Scaling Multi-Agent System with Monotonic Improvement
ICML 2026poster
In recent years, LLM-based multi-agent systems (MAS) have advanced rapidly, using a router to decompose tasks and delegate subtasks to specialized agents. A natural way to expand capability is to **scale up the agent pool** by continually integrating new functional agents or tool interfaces, but nai…