Adversarial Learning

LOTUS: Evasive and Resilient Backdoor Attacks through Sub-Partitioning CVPR 2024 LRS: Enhancing Adversarial Transferability through Lipschitz Regularized Surrogate AAAI 2024 Lyapunov-Stable Deep Equilibrium Models AAAI 2024 MALT Powers Up Adversarial Attacks NeurIPS 2024 Mitigating Backdoor Attack by Injecting Proactive Defensive Backdoor NeurIPS 2024 Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory NeurIPS 2024 Mutual-Modality Adversarial Attack with Semantic Perturbation AAAI 2024 NAPGuard: Towards Detecting Naturalistic Adversarial Patches CVPR 2024 Natural Light Can Also Be Dangerous: Traffic Sign Misinterpretation Under Adversarial Natural Light Attacks WACV 2024 Navigating the Shadows: Unveiling Effective Disturbances for Modern AI Content Detectors ACL 2024 NCIS: Neural Contextual Iterative Smoothing for Purifying Adversarial Perturbations WACV 2024 NeRFail: Neural Radiance Fields-Based Multiview Adversarial Attack AAAI 2024 Neural Codec-based Adversarial Sample Detection for Speaker Verification Interspeech 2024 Neural Style Protection: Counteracting Unauthorized Neural Style Transfer WACV 2024 Non-vacuous Generalization Bounds for Adversarial Risk in Stochastic Neural Networks AISTATS 2024 Not All Prompts Are Secure: A Switchable Backdoor Attack Against Pre-trained Vision Transfomers CVPR 2024 On the Adversarial Robustness of Benjamini Hochberg NeurIPS 2024 On the Convergence of an Adaptive Momentum Method for Adversarial Attacks AAAI 2024 On the Fairness ROAD: Robust Optimization for Adversarial Debiasing ICLR 2024 On the Impact of Hard Adversarial Instances on Overfitting in Adversarial Training JMLR 2024 On the (In)feasibility of ML Backdoor Detection as an Hypothesis Testing Problem AISTATS 2024 On the Robustness of Large Multimodal Models Against Image Adversarial Attacks CVPR 2024 On the Robustness of Neural-Enhanced Video Streaming against Adversarial Attacks AAAI 2024 Optimal Attack and Defense for Reinforcement Learning AAAI 2024 Optimal Zero-Shot Detector for Multi-Armed Attacks AISTATS 2024