3 papers
cs.LG2026
CARD: Closing the Teacher-Student Loop for Adversarial Robustness Distillation
Zhi Li, Haowei Liu, Hongchen Yang +5
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 t…
cs.CV2026
Collaboratively Guided Adversarial Robust Distillation with Teacher-Favorable Examples
Zhi Li, Haowei Liu, Hongchen Yang +4
Adversarial distillation transfers robustness from high-capacity teachers to compact students. Existing adversarial distillation methods mainly use teacher predictions on clean or…
cs.CV2025
MFmamba: A Multi-function Network for Panchromatic Image Resolution Restoration Based on State-Space Model
Qian Jiang, Qianqian Wang, Xin Jin +3
Remote sensing images are becoming increasingly widespread in military, earth resource exploration. Because of the limitation of a single sensor, we can obtain high spatial resolut…