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Dr. MAMR: Solving Lazy Agent Problem in Multi-Agent LLM

10. Unlocking the Power of Multi-Agent LLM for Reasoning Introduces Dr. MAMR, which addresses the “lazy agent” problem in multi-agent LLM reasoning through Shapley-inspired causal influence measurement and verifiable restart mechanisms.

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