Author

Taeil Kim

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Preprint Aug 2026

Agent Memory Distillation: Empowering Small LLM Agents with Hierarchical Teacher Memory

Agent Memory Distillation (AMD), a training-free framework that transfers structured knowledge from a large teacher agent to a small student agent through hierarchical memory, is proposed, which consistently outperforms existing memory-based baselines.

Taeil Kim, Kangsan Kim, S. Hwang · 2 citations