2 papers
cs.CV2026
LDP-Slicing: Local Differential Privacy for Images via Randomized Bit-Plane Slicing
Yuanming Cao, Chengqi Li, Wenbo He
Local Differential Privacy (LDP) is the gold standard trust model for privacy-preserving machine learning by guaranteeing privacy at the data source. However, its application to im…
cs.CV2024
Improving Fast Adversarial Training via Self-Knowledge Guidance
Chengze Jiang, Junkai Wang, Minjing Dong +5
Adversarial training has achieved remarkable advancements in defending against adversarial attacks. Among them, fast adversarial training (FAT) is gaining attention for its ability…