Improving LLM Collaboration via Multi-Agent Preference Learning.

arXiv:2609.32827v1 Announce Type: new Abstract: Several works have explored multi-agent reinforcement learning (MARL) in LLM collaboration. However, constructing reliable rewards is difficult in practice, as complete and accurate metrics are often unavailable