| Guided Adversarial Attack for Evaluating and Enhancing Adversarial Defenses | Nov 30, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Learnable Boundary Guided Adversarial Training | Nov 23, 2020 | Adversarial Defense | CodeCode Available | 1 |
| A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning | Nov 20, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Information Obfuscation of Graph Neural Networks | Sep 28, 2020 | Adversarial DefenseGraph Representation Learning | CodeCode Available | 1 |
| Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations | Sep 21, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Open-set Adversarial Defense | Sep 2, 2020 | Adversarial DefenseDecoder | CodeCode Available | 1 |
| SimAug: Learning Robust Representations from Simulation for Trajectory Prediction | Aug 1, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Stylized Adversarial Defense | Jul 29, 2020 | Adversarial Defense | CodeCode Available | 1 |
| Multitask Learning Strengthens Adversarial Robustness | Jul 14, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Boundary thickness and robustness in learning models | Jul 9, 2020 | Adversarial DefenseData Augmentation | CodeCode Available | 1 |
| Can We Mitigate Backdoor Attack Using Adversarial Detection Methods? | Jun 26, 2020 | Adversarial DefenseBackdoor Attack | CodeCode Available | 1 |
| Smooth Adversarial Training | Jun 25, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Perceptual Adversarial Robustness: Defense Against Unseen Threat Models | Jun 22, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Targeted Adversarial Perturbations for Monocular Depth Prediction | Jun 12, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models | May 27, 2020 | Adversarial DefenseAdversarial Purification | CodeCode Available | 1 |
| PatchAttack: A Black-box Texture-based Attack with Reinforcement Learning | Apr 12, 2020 | Adversarial DefenseClustering | CodeCode Available | 1 |
| Toward Adversarial Robustness via Semi-supervised Robust Training | Mar 16, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial Robustness | Mar 2, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense | Jan 2, 2020 | Adversarial DefenseDenoising | CodeCode Available | 1 |
| Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers | Jun 9, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Adversarial Training for Free! | Apr 29, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Wasserstein Adversarial Examples via Projected Sinkhorn Iterations | Feb 21, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| On Evaluating Adversarial Robustness | Feb 18, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Theoretically Principled Trade-off between Robustness and Accuracy | Jan 24, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Benchmarking Neural Network Robustness to Common Corruptions and Surface Variations | Jul 4, 2018 | Adversarial DefenseBenchmarking | CodeCode Available | 1 |
| Towards Deep Learning Models Resistant to Adversarial Attacks | Jun 19, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach | Jul 14, 2025 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Active Adversarial Noise Suppression for Image Forgery Localization | Jun 15, 2025 | Adversarial Defense | —Unverified | 0 |
| Sylva: Tailoring Personalized Adversarial Defense in Pre-trained Models via Collaborative Fine-tuning | Jun 4, 2025 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Towards Effective and Efficient Adversarial Defense with Diffusion Models for Robust Visual Tracking | May 31, 2025 | Adversarial DefenseDenoising | CodeCode Available | 0 |
| Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective | May 28, 2025 | Adversarial DefenseAttribute | —Unverified | 0 |
| Are classical deep neural networks weakly adversarially robust? | May 28, 2025 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| A Framework for Adversarial Analysis of Decision Support Systems Prior to Deployment | May 27, 2025 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks | May 24, 2025 | Adversarial DefenseDecision Making | —Unverified | 0 |
| Accidental Misalignment: Fine-Tuning Language Models Induces Unexpected Vulnerability | May 22, 2025 | Adversarial DefenseSemantic Similarity | CodeCode Available | 0 |
| A Few Large Shifts: Layer-Inconsistency Based Minimal Overhead Adversarial Example Detection | May 19, 2025 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 0 |
| Lightweight Defense Against Adversarial Attacks in Time Series Classification | May 4, 2025 | Adversarial DefenseData Augmentation | CodeCode Available | 0 |
| Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models | Apr 19, 2025 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation | Apr 11, 2025 | Adversarial Defense | —Unverified | 0 |
| AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization | Apr 2, 2025 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Leveraging Generalizability of Image-to-Image Translation for Enhanced Adversarial Defense | Apr 2, 2025 | Adversarial DefenseImage-to-Image Translation | —Unverified | 0 |
| Robust Deep Reinforcement Learning in Robotics via Adaptive Gradient-Masked Adversarial Attacks | Mar 26, 2025 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| One Stone, Two Birds: Enhancing Adversarial Defense Through the Lens of Distributional Discrepancy | Mar 4, 2025 | Adversarial Defense | CodeCode Available | 0 |
| Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features | Feb 23, 2025 | Adversarial Defensebackdoor defense | —Unverified | 0 |
| ShieldLearner: A New Paradigm for Jailbreak Attack Defense in LLMs | Feb 16, 2025 | Adversarial Defense | —Unverified | 0 |
| How vulnerable is my policy? Adversarial attacks on modern behavior cloning policies | Feb 6, 2025 | Adversarial DefenseDenoising | —Unverified | 0 |
| Adversarial Masked Autoencoder Purifier with Defense Transferability | Jan 28, 2025 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| VideoPure: Diffusion-based Adversarial Purification for Video Recognition | Jan 25, 2025 | Adversarial DefenseAdversarial Purification | CodeCode Available | 0 |
| Gradient-Free Adversarial Purification with Diffusion Models | Jan 23, 2025 | Adversarial DefenseAdversarial Purification | —Unverified | 0 |
