Research

Improving LLM Collaboration via Multi-Agent Preference Learning

Shuo Liu, Xinzichen Li, Tianle Chen, Christopher Amato

Preprint · 2026 · Under review

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic

Shuo Liu, Tianle Chen, Ryan Amiri, Christopher Amato

ICML 2026 · Oral at MALGAI@ICLR-26

LLM Collaboration with Multi-Agent Reinforcement Learning

Shuo Liu, Zeyu Liang, Xueguang Lyu, Christopher Amato

AAAI 2026