SCM enables LLMs to achieve perfect recall in ten-turn conversations by using sleep-like consolidation and adaptive forgetting to reduce memory noise by over 90%.
Sleep and synaptic homeostasis: A hypothesis.Brain Research Bulletin, 62(2):143–150
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SCM: Sleep-Consolidated Memory with Algorithmic Forgetting for Large Language Models
SCM enables LLMs to achieve perfect recall in ten-turn conversations by using sleep-like consolidation and adaptive forgetting to reduce memory noise by over 90%.