| Self-supervised Adversarial Training of Monocular Depth Estimation against Physical-World Attacks | Jun 9, 2024 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 1 |
| Exploring Adversarial Robustness of Deep State Space Models | Jun 8, 2024 | Adversarial RobustnessState Space Models | CodeCode Available | 1 |
| Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data | Jun 2, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| White-box Multimodal Jailbreaks Against Large Vision-Language Models | May 28, 2024 | Adversarial RobustnessAdversarial Text | CodeCode Available | 1 |
| Universal Adversarial Perturbations for Vision-Language Pre-trained Models | May 9, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Cauchy-Schwarz Divergence Information Bottleneck for Regression | Apr 27, 2024 | Adversarial RobustnessInformation Plane | CodeCode Available | 1 |
| Efficient Generation of Targeted and Transferable Adversarial Examples for Vision-Language Models Via Diffusion Models | Apr 16, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness Limits via Scaling-Law and Human-Alignment Studies | Apr 14, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| Eliminating Catastrophic Overfitting Via Abnormal Adversarial Examples Regularization | Apr 11, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression Tasks | Apr 1, 2024 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 1 |
| Few-Shot Adversarial Prompt Learning on Vision-Language Models | Mar 21, 2024 | Adversarial RobustnessAdversarial Text | CodeCode Available | 1 |
| Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization | Mar 18, 2024 | Adversarial RobustnessImage Quality Assessment | CodeCode Available | 1 |
| PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor | Mar 11, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| Speech Robust Bench: A Robustness Benchmark For Speech Recognition | Mar 8, 2024 | Adversarial RobustnessAutomatic Speech Recognition | CodeCode Available | 1 |
| DF-RAP: A Robust Adversarial Perturbation for Defending against Deepfakes in Real-world Social Network Scenarios | Mar 5, 2024 | Adversarial RobustnessFace Swapping | CodeCode Available | 1 |
| On the Duality Between Sharpness-Aware Minimization and Adversarial Training | Feb 23, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image | Feb 22, 2024 | Adversarial RobustnessMultimodal Reasoning | CodeCode Available | 1 |
| Is LLM-as-a-Judge Robust? Investigating Universal Adversarial Attacks on Zero-shot LLM Assessment | Feb 21, 2024 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space | Feb 14, 2024 | Adversarial RobustnessSafety Alignment | CodeCode Available | 1 |
| Towards Optimal Adversarial Robust Q-learning with Bellman Infinity-error | Feb 3, 2024 | Adversarial RobustnessDeep Reinforcement Learning | CodeCode Available | 1 |
| σ-zero: Gradient-based Optimization of _0-norm Adversarial Examples | Feb 2, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images | Jan 16, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Pre-trained Model Guided Fine-Tuning for Zero-Shot Adversarial Robustness | Jan 9, 2024 | Adversarial RobustnessZero-shot Generalization | CodeCode Available | 1 |
| How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs | Nov 27, 2023 | Adversarial RobustnessVisual Question Answering (VQA) | CodeCode Available | 1 |
| Adversarial Prompt Tuning for Vision-Language Models | Nov 19, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Multi-scale Diffusion Denoised Smoothing | Oct 25, 2023 | Adversarial RobustnessDenoising | CodeCode Available | 1 |
| OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift | Oct 19, 2023 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| IRAD: Implicit Representation-driven Image Resampling against Adversarial Attacks | Oct 18, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| To Generate or Not? Safety-Driven Unlearned Diffusion Models Are Still Easy To Generate Unsafe Images ... For Now | Oct 18, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Improving Fast Minimum-Norm Attacks with Hyperparameter Optimization | Oct 12, 2023 | Adversarial RobustnessHyperparameter Optimization | CodeCode Available | 1 |
| Comparing the Robustness of Modern No-Reference Image- and Video-Quality Metrics to Adversarial Attacks | Oct 10, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach | Oct 10, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| VLATTACK: Multimodal Adversarial Attacks on Vision-Language Tasks via Pre-trained Models | Oct 7, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| How Robust is Google's Bard to Adversarial Image Attacks? | Sep 21, 2023 | Adversarial RobustnessChatbot | CodeCode Available | 1 |
| Robust Principles: Architectural Design Principles for Adversarially Robust CNNs | Aug 30, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Revisiting and Exploring Efficient Fast Adversarial Training via LAW: Lipschitz Regularization and Auto Weight Averaging | Aug 22, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| On the Adversarial Robustness of Multi-Modal Foundation Models | Aug 21, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| HoSNN: Adversarially-Robust Homeostatic Spiking Neural Networks with Adaptive Firing Thresholds | Aug 20, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Improving Adversarial Robustness of Masked Autoencoders via Test-time Frequency-domain Prompting | Aug 20, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Robust Mixture-of-Expert Training for Convolutional Neural Networks | Aug 19, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| TrajPAC: Towards Robustness Verification of Pedestrian Trajectory Prediction Models | Aug 11, 2023 | Adversarial RobustnessAutonomous Vehicles | CodeCode Available | 1 |
| Large Language Models to Identify Social Determinants of Health in Electronic Health Records | Aug 11, 2023 | Adversarial RobustnessEthics | CodeCode Available | 1 |
| Benchmarking and Analyzing Robust Point Cloud Recognition: Bag of Tricks for Defending Adversarial Examples | Jul 31, 2023 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness | Jul 21, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Mitigating Adversarial Vulnerability through Causal Parameter Estimation by Adversarial Double Machine Learning | Jul 14, 2023 | Adversarial Robustnessparameter estimation | CodeCode Available | 1 |
| Enhancing Adversarial Robustness via Score-Based Optimization | Jul 10, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Mitigating Accuracy-Robustness Trade-off via Balanced Multi-Teacher Adversarial Distillation | Jun 28, 2023 | Adversarial RobustnessKnowledge Distillation | CodeCode Available | 1 |
| Robust Spatiotemporal Traffic Forecasting with Reinforced Dynamic Adversarial Training | Jun 25, 2023 | Adversarial RobustnessKnowledge Distillation | CodeCode Available | 1 |
| Similarity Preserving Adversarial Graph Contrastive Learning | Jun 24, 2023 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| Towards Reliable Evaluation and Fast Training of Robust Semantic Segmentation Models | Jun 22, 2023 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
