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#adaptive-memory News & Analysis

2 articles tagged with #adaptive-memory. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Jun 57/10
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AdaMEM: Test-Time Adaptive Memory for Language Agents

Researchers introduce AdaMEM, a test-time adaptive memory framework that enables language agents to dynamically adjust behavior during inference without updating model parameters. The system combines persistent offline trajectory memory with dynamically generated on-the-fly strategy memory, demonstrating 11-13% performance improvements on complex reasoning and web interaction tasks.

AINeutralarXiv – CS AI · May 116/10
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AdaTKG: Adaptive Memory for Temporal Knowledge Graph Reasoning

Researchers introduce AdaTKG, a novel machine learning approach for temporal knowledge graph reasoning that maintains adaptive per-entity memory updated with each interaction, enabling better predictions on evolving relational data and improved handling of unseen entities compared to existing static representation methods.