Don't Just Trust Your Memory: Evidence-Linked Memory Reduces Memory-Induced Degradation in LLM Agents
4.40T1 sourcearXiv cs.MA
arXiv cs.MAoriginal source ↗
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2611.14320.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryWikiTrace links each distilled agent-memory lesson to its original trajectory and a success or failure rationale, allowing agents to retrieve evidence when a lesson is incomplete, conflicting, or derived from failure. The paper reports gains over existing memory methods across five benchmarks and provides code.
Why it mattersThe released implementation offers a reusable method for diagnosing and correcting harmful agent memories, supported by cross-benchmark results.
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