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Author

Mingyi Wang

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Preprint Jul 2026

Remember When It Matters: Proactive Memory Agent for Long-Horizon Agents

Ablations show that selective intervention outperforms passive bank exposure, always-on injection, advisor-only guidance, advisor-only guidance, and general retrieval, and general retrieval and that selective intervention outperforms passive bank exposure, always-on injection, advisor-only guidance, and general retrieval.

Yi-Fan Wu, Lizhu Zhang, Yuhang Zhou et al. · 1 citation
Preprint Jul 2026

Rethinking AI-Generated Text Detection: A Strong Baseline and the Distribution-Shift Problem That Remains

Across several benchmarks, it is shown that a plain, fully fine-tuned RoBERTa matches or exceeds the specialized detectors those benchmarks are built around, suggesting that progress in AI-generated text detection should be measured not only by in-distribution performance, but also by robustness under distribution shift.

Zhuoer Shen, Mingyi Wang, Shaofeng Zou et al. · 0 citations