Beyond Perfect Teammates: Multi-Agent Collaboration with Unreliable Colleagues.

arXiv:2610.16117v2 Announce Type: replace Abstract: LLM-based multi-agent collaboration is increasingly used to solve complex tasks by dividing work among specialized agents and integrating complementary expertise. Yet existing systems and evaluations largely