Machine Learning Algorithms & Natural Language Processing
May 19, 2026 · Artificial Intelligence
Dynamic Memory Forest: Precise Long‑Dialogue Tracking for Highly Coherent Responses
The paper introduces the Dynamic Memory Forest (DMF) framework, inspired by human memory consolidation and growth, which transforms fragmented long‑term dialogue histories into structured memory trees, enabling entropy‑driven walks and grafting mechanisms that markedly improve coherence and efficiency of LLM responses.
Dynamic Memory ForestEntropy-Driven WalkLLM Memory
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