#long-term-reasoning News & Analysis

2 articles tagged with #long-term-reasoning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 97/10

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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.

AIBullisharXiv – CS AI · May 287/10

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MemGuard: Preventing Memory Contamination in Long-Term Memory-Augmented Large Language Models

Researchers introduce MemGuard, a framework that addresses memory contamination in long-term memory-augmented large language models by organizing memories into functional types and selectively retrieving only relevant evidence. The approach improves hallucination reduction by up to 28.27% while reducing memory token usage by 5.8x, advancing the reliability of AI systems that maintain persistent memory across extended interactions.