Adversarial Learning

Two Coupled Rejection Metrics Can Tell Adversarial Examples Apart CVPR 2022 Understanding and Increasing Efficiency of Frank-Wolfe Adversarial Training CVPR 2022 Understanding Robust Learning through the Lens of Representation Similarities NeurIPS 2022 Understanding Robust Overfitting of Adversarial Training and Beyond ICML 2022 ValCAT: Variable-Length Contextualized Adversarial Transformations Using Encoder-Decoder Language Model NAACL 2022 When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture NeurIPS 2022 Where to Attack: A Dynamic Locator Model for Backdoor Attack in Text Classifications COLING 2022 Who Is the Strongest Enemy? Towards Optimal and Efficient Evasion Attacks in Deep RL ICLR 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 XDC: Adversarial Adaptive Cross Domain Face Clustering (Student Abstract) AAAI 2022 Zero-Query Transfer Attacks on Context-Aware Object Detectors CVPR 2022 Accelerated Learning with Robustness to Adversarial Regressors L4DC 2021 Achieving Model Robustness through Discrete Adversarial Training EMNLP 2021 A Context Aware Approach for Generating Natural Language Attacks AAAI 2021 Adaptive Verifiable Training Using Pairwise Class Similarity AAAI 2021 AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations From Self-Trained Negative Adversaries CVPR 2021 Adversarial Attack against Cross-lingual Knowledge Graph Alignment EMNLP 2021 Adversarial Attacks Are Reversible With Natural Supervision ICCV 2021 Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods EMNLP 2021 Adversarial Examples in Physical World IJCAI 2021 Adversarial Imaging Pipelines CVPR 2021 Adversarial Laser Beam: Effective Physical-World Attack to DNNs in a Blink CVPR 2021 Adversarial Learning for Discourse Rhetorical Structure Parsing ACL 2021