#memory-systems2 articles

2 articles

AIBullisharXiv – CS AI · 6h ago2

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GAM-RAG: Gain-Adaptive Memory for Evolving Retrieval in Retrieval-Augmented Generation

Researchers introduce GAM-RAG, a training-free framework that improves Retrieval-Augmented Generation by building adaptive memory from past queries instead of relying on static indices. The system uses uncertainty-aware updates inspired by cognitive neuroscience to balance stability and adaptability, achieving 3.95% better performance while reducing inference costs by 61%.

AINeutralarXiv – CS AI · 6h ago2

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According to Me: Long-Term Personalized Referential Memory QA

Researchers introduce ATM-Bench, the first benchmark for evaluating AI assistants' ability to recall and reason over long-term personalized memory across multiple modalities. The benchmark reveals poor performance (under 20% accuracy) for current state-of-the-art memory systems, highlighting significant limitations in personalized AI capabilities.