Adversarial Learning

On the Effectiveness of Small Input Noise for Defending Against Query-Based Black-Box Attacks WACV 2022 On the Generalization Analysis of Adversarial Learning ICML 2022 On the Limitations of Stochastic Pre-processing Defenses NeurIPS 2022 On the power of adaptivity in statistical adversaries COLT 2022 On the Robustness of Deep Clustering Models: Adversarial Attacks and Defenses NeurIPS 2022 On the Robustness of Graph Neural Diffusion to Topology Perturbations NeurIPS 2022 On the Tradeoff Between Robustness and Fairness NeurIPS 2022 On Translation and Reconstruction Guarantees of the Cycle-Consistent Generative Adversarial Networks NeurIPS 2022 Overconfidence in the Face of Ambiguity with Adversarial Data NAACL 2022 PAEG: Phrase-level Adversarial Example Generation for Neural Machine Translation COLING 2022 PARSE: An Efficient Search Method for Black-box Adversarial Text Attacks COLING 2022 Particle-based Adversarial Local Distribution Regularization AISTATS 2022 Pass off Fish Eyes for Pearls: Attacking Model Selection of Pre-trained Models ACL 2022 Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations? ICLR 2022 PEARL: Data Synthesis via Private Embeddings and Adversarial Reconstruction Learning ICLR 2022 Perceptual Attacks of No-Reference Image Quality Models with Human-in-the-Loop NeurIPS 2022 Perceptual Learned Video Compression with Recurrent Conditional GAN IJCAI 2022 Perturbations in the Wild: Leveraging Human-Written Text Perturbations for Realistic Adversarial Attack and Defense ACL 2022 Perturbation type categorization for multiple adversarial perturbation robustness UAI 2022 Phase Transition from Clean Training to Adversarial Training NeurIPS 2022 Phrase-level Textual Adversarial Attack with Label Preservation NAACL 2022 Physical Adversarial Attacks on an Aerial Imagery Object Detector WACV 2022 PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022 PlugAT: A Plug and Play Module to Defend against Textual Adversarial Attack COLING 2022 Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks ICML 2022