Memini organizes LLM knowledge as a directed graph whose edges follow coupled fast-slow dynamics so that episodic recall, consolidation, and selective forgetting arise automatically from a single mechanism.
Learning and Memory: A Comprehensive Reference , pages =
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Continual Knowledge Updating in LLM Systems: Learning Through Multi-Timescale Memory Dynamics
Memini organizes LLM knowledge as a directed graph whose edges follow coupled fast-slow dynamics so that episodic recall, consolidation, and selective forgetting arise automatically from a single mechanism.