Effect of Ambient-Intrinsic Dimension Gap on Adversarial Vulnerability
Authors: Rajdeep Haldar, Yue Xing, Qifan Song | Published: 2024-03-06 | Updated: 2024-03-23
Adversarial Training
Improving behavior based authentication against adversarial attack using XAI
Authors: Dong Qin, George Amariucai, Daji Qiao, Yong Guan | Published: 2024-02-26 | Updated: 2024-03-10
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models
Authors: Christian Schlarmann, Naman Deep Singh, Francesco Croce, Matthias Hein | Published: 2024-02-19 | Updated: 2024-06-05
DART: A Principled Approach to Adversarially Robust Unsupervised Domain Adaptation
Authors: Yunjuan Wang, Hussein Hazimeh, Natalia Ponomareva, Alexey Kurakin, Ibrahim Hammoud, Raman Arora | Published: 2024-02-16
Efficient Availability Attacks against Supervised and Contrastive Learning Simultaneously
Authors: Yihan Wang, Yifan Zhu, Xiao-Shan Gao | Published: 2024-02-06
Asymptotic Behavior of Adversarial Training Estimator under $\ell_\infty$-Perturbation
Authors: Yiling Xie, Xiaoming Huo | Published: 2024-01-27
Better Representations via Adversarial Training in Pre-Training: A Theoretical Perspective
Authors: Yue Xing, Xiaofeng Lin, Qifan Song, Yi Xu, Belinda Zeng, Guang Cheng | Published: 2024-01-26
Elevating Defenses: Bridging Adversarial Training and Watermarking for Model Resilience
Authors: Janvi Thakkar, Giulio Zizzo, Sergio Maffeis | Published: 2023-12-21 | Updated: 2024-01-07
Balance, Imbalance, and Rebalance: Understanding Robust Overfitting from a Minimax Game Perspective
Authors: Yifei Wang, Liangchen Li, Jiansheng Yang, Zhouchen Lin, Yisen Wang | Published: 2023-10-30
PubDef: Defending Against Transfer Attacks From Public Models
Authors: Chawin Sitawarin, Jaewon Chang, David Huang, Wesson Altoyan, David Wagner | Published: 2023-10-26 | Updated: 2024-03-17