2 papers
cs.CR2025
SSCL-BW: Sample-Specific Clean-Label Backdoor Watermarking for Dataset Ownership Verification
Yingjia Wang, Ting Qiao, Xing Liu +3
The rapid advancement of deep neural networks (DNNs) heavily relies on large-scale, high-quality datasets. However, unauthorized commercial use of these datasets severely violates…
cs.LG2025
DARD: Dice Adversarial Robustness Distillation against Adversarial Attacks
Jing Zou, Shungeng Zhang, Meikang Qiu +1
Deep learning models are vulnerable to adversarial examples, posing critical security challenges in real-world applications. While Adversarial Training (AT ) is a widely adopted de…