AIBullisharXiv – CS AI · 9h ago7/10
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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.