Adversarial Learning

Attack Agnostic Detection of Adversarial Examples via Random Subspace Analysis WACV 2022 Attacking deep networks with surrogate-based adversarial black-box methods is easy ICLR 2022 Attacking Video Recognition Models with Bullet-Screen Comments AAAI 2022 Attack on Unfair ToS Clause Detection: A Case Study using Universal Adversarial Triggers EMNLP 2022 Augmented Adversarial Self-Supervised Learning for Early-Stage Alzheimer's Speech Detection Interspeech 2022 A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective NeurIPS 2022 A Unified Evaluation of Textual Backdoor Learning: Frameworks and Benchmarks NeurIPS 2022 A Unified Framework for Adversarial Attack and Defense in Constrained Feature Space IJCAI 2022 A Unified Wasserstein Distributional Robustness Framework for Adversarial Training ICLR 2022 AutoCAD: Automatically Generate Counterfactuals for Mitigating Shortcut Learning EMNLP 2022 Autoregressive Perturbations for Data Poisoning NeurIPS 2022 Auto-Transfer: Learning to Route Transferable Representations ICLR 2022 Avoid Overfitting User Specific Information in Federated Keyword Spotting Interspeech 2022 A Word is Worth A Thousand Dollars: Adversarial Attack on Tweets Fools Stock Prediction NAACL 2022 Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling EMNLP 2022 BadPrompt: Backdoor Attacks on Continuous Prompts NeurIPS 2022 BagFlip: A Certified Defense Against Data Poisoning NeurIPS 2022 Balanced Adversarial Training: Balancing Tradeoffs between Fickleness and Obstinacy in NLP Models EMNLP 2022 Bandits for Structure Perturbation-Based Black-Box Attacks To Graph Neural Networks With Theoretical Guarantees CVPR 2022 Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial Defense ICML 2022 Being Friends Instead of Adversaries: Deep Networks Learn from Data Simplified by Other Networks AAAI 2022 Benefits of Permutation-Equivariance in Auction Mechanisms NeurIPS 2022 Beyond ImageNet Attack: Towards Crafting Adversarial Examples for Black-box Domains ICLR 2022 BigDatasetGAN: Synthesizing ImageNet With Pixel-Wise Annotations CVPR 2022 BiHPF: Bilateral High-Pass Filters for Robust Deepfake Detection WACV 2022