AIBullisharXiv – CS AI · 18h ago7/10
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Memory Beyond Recall: A Dual-Process Cognitive Memory System for Self-Evolving LLM Agents
Researchers propose DCPM, a dual-process cognitive memory system for LLM agents that organizes memory hierarchically from raw inputs to cross-domain patterns. The system uses a synchronous writer to record belief revisions and an asynchronous engine to induce schemas and detect cross-domain patterns, achieving significant improvements on personalization benchmarks requiring implicit reasoning about user evolution.