Author

Song Gao

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#machine learning Preprint Oct 2026

CARD: Closing the Teacher-Student Loop for Adversarial Robustness Distillation

Adversarial robustness distillation typically treats a robust teacher as a fixed knowledge source and transfers robustness to a compact student in a one-way manner. This paradigm terminates teacher-student interaction once the student is distilled, thereby discarding potentially useful feedback from the distilled stude...

Zhi Li, Hao Liu, Hong-Chen Yang et al. · 0 citations

Preprint Aug 2026

ProTAGAD: A Foundation Model for TAG Anomaly Detection with Decoupled Topological and Textual Prototypes

This work introduces a novel foundation model for TAG anomaly detection featuring decoupled topological and textual prototypes and constructs dual prototype banks to independently model structural normality and semantic consistency, effectively isolating anomaly cues that are otherwise diluted during coupled aggregatio...

Ziyang Wang, Liwen Wu, Cheng Xie et al. · 0 citations