DCPM reorganizes LLM agent memory into a cognitive hierarchy driven by a synchronous daytime belief writer and an asynchronous nighttime schema engine, reporting gains on cross-session inference benchmarks.
Sleepgate: Sleep-inspired KV cache management for large language models
3 Pith papers cite this work. Polarity classification is still indexing.
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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%.
This paper designs a companion knowledge system with TRIAGE, DECAY, CONTEXTUALIZE, CONSOLIDATE, and AUDIT operations plus memory gravity and minority-hypothesis retention to give contradictory evidence a path to update dominant interpretations in personal LLM wikis.
citing papers explorer
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Memory Beyond Recall: A Dual-Process Cognitive Memory System for Self-Evolving LLM Agents
DCPM reorganizes LLM agent memory into a cognitive hierarchy driven by a synchronous daytime belief writer and an asynchronous nighttime schema engine, reporting gains on cross-session inference benchmarks.
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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%.
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Memory as Metabolism: A Design for Companion Knowledge Systems
This paper designs a companion knowledge system with TRIAGE, DECAY, CONTEXTUALIZE, CONSOLIDATE, and AUDIT operations plus memory gravity and minority-hypothesis retention to give contradictory evidence a path to update dominant interpretations in personal LLM wikis.