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Liangming Pan

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• Epistemic Context Learning: Building Trust the Right Way in LLM-Based Multi-Agent Systems
• Towards a Mechanistic Understanding of Propositional Logical Reasoning in Large Language Models
• Atomic Skills are the Prerequisite: When Reinforcement Learning Synthesizes Compositional Reasoning, and When It Only Amplifies