Goal-Aware Dynamic Multi-Agent Collaboration for Long-Horizon Tasks.

arXiv:2610.39193v1 Announce Type: new Abstract: LLM-based agents are increasingly used to complete complex, long-horizon tasks without human intervention. To make progress toward the task goal, agents need to perform different duties, such as planning and veri