Papers on training multi-agent LLM systems with reinforcement learning.
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NeuroMAS: Multi-Agent Systems as Neural Networks with Joint Reinforcement Learning
Paper • 2605.16757 • Published -
MARFT: Multi-Agent Reinforcement Fine-Tuning
Paper • 2504.16129 • Published • 1 -
Stronger Together: On-Policy Reinforcement Learning for Collaborative LLMs
Paper • 2510.11062 • Published • 29 -
MALT: Improving Reasoning with Multi-Agent LLM Training
Paper • 2412.01928 • Published • 46