Adversarial Learning

Understanding Robust Overfitting of Adversarial Training and Beyond ICML 2022 Unifying Model Explainability and Robustness for Joint Text Classification and Rationale Extraction AAAI 2022 Unsupervised Adversarially Robust Representation Learning on Graphs AAAI 2022 Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection NeurIPS 2022 Vaccinating SER to Neutralize Adversarial Attacks with Self-Supervised Augmentation Strategy Interspeech 2022 ValCAT: Variable-Length Contextualized Adversarial Transformations Using Encoder-Decoder Language Model NAACL 2022 Vehicle Trajectory Prediction Works, but Not Everywhere CVPR 2022 ViewFool: Evaluating the Robustness of Visual Recognition to Adversarial Viewpoints NeurIPS 2022 VoiceBlock: Privacy through Real-Time Adversarial Attacks with Audio-to-Audio Models NeurIPS 2022 WarpingGAN: Warping Multiple Uniform Priors for Adversarial 3D Point Cloud Generation CVPR 2022 When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture NeurIPS 2022 Why Robust Generalization in Deep Learning is Difficult: Perspective of Expressive Power NeurIPS 2022 Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP EMNLP 2022 With False Friends Like These, Who Can Notice Mistakes? AAAI 2022 Word Level Robustness Enhancement: Fight Perturbation with Perturbation AAAI 2022 Your Out-of-Distribution Detection Method is Not Robust! NeurIPS 2022 A Backdoor Attack Against 3D Point Cloud Classifiers ICCV 2021 Achieving Robustness in Classification Using Optimal Transport With Hinge Regularization CVPR 2021 A Closer Look at Fourier Spectrum Discrepancies for CNN-Generated Images Detection CVPR 2021 Adaptive Verifiable Training Using Pairwise Class Similarity AAAI 2021 Adaptive Weighted Discriminator for Training Generative Adversarial Networks CVPR 2021 AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations From Self-Trained Negative Adversaries CVPR 2021 Adversarial Data Augmentation for Disordered Speech Recognition Interspeech 2021 Adversarial Defence by Diversified Simultaneous Training of Deep Ensembles AAAI 2021 Adversarial Directed Graph Embedding AAAI 2021