MARFT: Multi-Agent Reinforcement Fine-Tuning

arXiv:2504.16129 · cs.MA, cs.AI, cs.LG, cs.RO · Submitted 2025-04-21 · Read on arXiv

cs.MA, cs.AI, cs.LG, cs.RO

Submitted: 2025-04-21

Updated: 2026-10-12

Terminology

• Fine-Tuning — 4× in this paper · explained in 5 episodes
• Multi-Agent Reinforcement Fine-Tuning — 2× in this paper
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Agent Interactions — 1× in this paper · explained in 1 episode
• Agentic System — 1× in this paper · explained in 2 episodes
• Agentic Task — 1× in this paper · explained in 1 episode
• Agentic Tasks — 1× in this paper · explained in 1 episode
• Large Language Model — 1× in this paper
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Multi-Agent Reinforcement Learning — 1× in this paper
• Multi-Agent Reinforcement Learning (MARL) — 1× in this paper · explained in 4 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• RL to Reinforcement Fine-Tuning — 1× in this paper
• Reinforcement Learning (RL) — 1× in this paper · explained in 25 episodes

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