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Jing-Xuan Wu

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#artificial intelligence Preprint Oct 2026

Judged Useless, Queried Anyway: Tool-Using Agents Rarely Turn Their Own Evidence Judgments into Stopping Decisions

An agent whose tool keeps returning nothing useful should stop relying on it. In a retrieval environment with controlled source failures, we separate how agents judge results from what they do. We compare stopping at the same step after longer and shorter runs of results the agent judged useless; this contrast is zero...

Chubin Zhang, Zheng-Lin Wan, Xing-Rui Yu et al. · 0 citations
#natural language process... Preprint Sep 2026

MemFold: Learning Compact Soft Memory for Long-Context Personalization via On-Policy Optimization

An assistant that serves the same user over a long horizon has to answer from what that user has revealed: which preferences still hold, which were revised, and which constraints apply now. Retaining that information is not the same as acting on it, and the two are usually optimized as if they were. Keeping the informa...

Jing-Xuan Wu, Yuzhe Yang, Yi-Qiao Huang et al. · 0 citations

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