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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Runyang Xu

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2 papers indexed here

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Preprint Sep 2026

Do Defenses Against LLM Extraction Work Across Attacks? A Lifecycle Benchmark of Black-Box Model Extraction

Large language models (LLMs) deployed through text-only APIs face model extraction risks, as adversaries can collect their responses to train surrogates that reproduce their capabilities. While prior work has developed diverse attacks and defenses, evaluations remain fragmented across access assumptions, model configur...

Shu-Ze Liu, Kai-Xiang Zhao, Run-Yang Xu et al. · 0 citations
Jul 2026

Exploring the Causal Role of Circulating Inflammatory Proteins in Multiple Sclerosis: A Mendelian Randomization Study and Druggability Analysis.

Genetic evidence linking inflammatory proteins to MS pathogenesis was uncovered, offering clues for novel therapeutic targets for this condition and strengthening the biological plausibility of inflammation-driven disease mechanisms.

Run-Yang Xu, Ancha Baranova, Hong-Bao Cao et al. · 0 citations

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