AIBullisharXiv – CS AI · 3h ago6/10
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MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems
Researchers introduce MemTrace, a framework for debugging Large Language Model memory systems by tracing information flow through memory evolution graphs. The system identifies root causes of memory failures and uses attribution signals to automatically optimize prompts, achieving up to 7.62% performance improvements across multiple memory architectures.