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When Stored Evidence Stops Being Usable: Scale-Conditioned Evaluation of Agent Memory

Scale-conditioned evaluation reveals agent memory reliability degrades differently by interface, agent, and budget as irrelevant sessions accumulate.

Jiaqi Shao, Yiyi Lu, Yunzhen Zhang, Bing Luo

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 17 of 20 reviewers recommend it
lenient 4/5
medium 10/10
strict 3/5