| Adversarial Vertex Mixup: Toward Better Adversarially Robust Generalization | Mar 5, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks | Mar 3, 2020 | Adversarial 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 |
| Attacks Which Do Not Kill Training Make Adversarial Learning Stronger | Feb 26, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Learning Adversarially Robust Representations via Worst-Case Mutual Information Maximization | Feb 26, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Hold me tight! Influence of discriminative features on deep network boundaries | Feb 15, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness for Code | Feb 11, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 |
| Random Smoothing Might be Unable to Certify _ Robustness for High-Dimensional Images | Feb 10, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness | Feb 7, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Towards Sharper First-Order Adversary with Quantized Gradients | Feb 1, 2020 | Adversarial RobustnessQuantization | CodeCode Available | 1 |
| Adversarial Robustness Against the Union of Multiple Threat Models | Jan 1, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Explainability and Adversarial Robustness for RNNs | Dec 20, 2019 | Adversarial RobustnessFeature Importance | CodeCode Available | 1 |
| Universal Adversarial Robustness of Texture and Shape-Biased Models | Nov 23, 2019 | Adversarial RobustnessImage Classification | CodeCode Available | 1 |
| Adversarial Robustness Against the Union of Multiple Perturbation Models | Sep 9, 2019 | Adversarial Robustness | CodeCode Available | 1 |
| MNIST-C: A Robustness Benchmark for Computer Vision | Jun 5, 2019 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Adversarial Robustness as a Prior for Learned Representations | Jun 3, 2019 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarially Robust Distillation | May 23, 2019 | Adversarial RobustnessKnowledge Distillation | 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 |
| Improving Adversarial Robustness via Promoting Ensemble Diversity | Jan 25, 2019 | Adversarial RobustnessDiversity | CodeCode Available | 1 |
| Theoretically Principled Trade-off between Robustness and Accuracy | Jan 24, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Robustness May Be at Odds with Accuracy | May 30, 2018 | Adversarial Robustness | 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 |
| Tail-aware Adversarial Attacks: A Distributional Approach to Efficient LLM Jailbreaking | Jul 6, 2025 | Adversarial Robustness | —Unverified | 0 |
| Evaluating the Evaluators: Trust in Adversarial Robustness Tests | Jul 4, 2025 | Adversarial Robustness | —Unverified | 0 |
| Rectifying Adversarial Sample with Low Entropy Prior for Test-Time Defense | Jul 4, 2025 | Adversarial Robustness | —Unverified | 0 |
| Is Reasoning All You Need? Probing Bias in the Age of Reasoning Language Models | Jul 3, 2025 | Adversarial RobustnessAll | —Unverified | 0 |
| PRISON: Unmasking the Criminal Potential of Large Language Models | Jun 19, 2025 | Adversarial Robustness | —Unverified | 0 |
| NAP-Tuning: Neural Augmented Prompt Tuning for Adversarially Robust Vision-Language Models | Jun 15, 2025 | Adversarial Robustness | —Unverified | 0 |
| Intriguing Frequency Interpretation of Adversarial Robustness for CNNs and ViTs | Jun 15, 2025 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Canonical Latent Representations in Conditional Diffusion Models | Jun 11, 2025 | Adversarial RobustnessRepresentation Learning | —Unverified | 0 |
| Towards Class-wise Fair Adversarial Training via Anti-Bias Soft Label Distillation | Jun 10, 2025 | Adversarial RobustnessFairness | CodeCode Available | 0 |
| The interplay of robustness and generalization in quantum machine learning | Jun 10, 2025 | Adversarial RobustnessQuantum Machine Learning | CodeCode Available | 0 |
| ProARD: progressive adversarial robustness distillation: provide wide range of robust students | Jun 9, 2025 | Adversarial Robustness | CodeCode Available | 0 |
| Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model Reliability | Jun 9, 2025 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors | Jun 4, 2025 | Adversarial Robustness | CodeCode Available | 0 |
| Sylva: Tailoring Personalized Adversarial Defense in Pre-trained Models via Collaborative Fine-tuning | Jun 4, 2025 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Dynamic Epsilon Scheduling: A Multi-Factor Adaptive Perturbation Budget for Adversarial Training | Jun 3, 2025 | Adversarial RobustnessScheduling | —Unverified | 0 |
| SafeGenes: Evaluating the Adversarial Robustness of Genomic Foundation Models | Jun 1, 2025 | Adversarial Robustness | —Unverified | 0 |
| Speech Unlearning | Jun 1, 2025 | Adversarial RobustnessKeyword Spotting | —Unverified | 0 |
| Model Unlearning via Sparse Autoencoder Subspace Guided Projections | May 30, 2025 | Adversarial Robustnessfeature selection | —Unverified | 0 |
| A Flat Minima Perspective on Understanding Augmentations and Model Robustness | May 30, 2025 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| On the Scaling of Robustness and Effectiveness in Dense Retrieval | May 30, 2025 | Adversarial RobustnessRetrieval | —Unverified | 0 |
| The Butterfly Effect in Pathology: Exploring Security in Pathology Foundation Models | May 30, 2025 | Adversarial Robustness | CodeCode Available | 0 |
| How Do Diffusion Models Improve Adversarial Robustness? | May 28, 2025 | Adversarial PurificationAdversarial Robustness | —Unverified | 0 |
| Are classical deep neural networks weakly adversarially robust? | May 28, 2025 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression | May 26, 2025 | Adversarial RobustnessDisentanglement | —Unverified | 0 |
| Are Time-Series Foundation Models Deployment-Ready? A Systematic Study of Adversarial Robustness Across Domains | May 26, 2025 | Adversarial RobustnessData Poisoning | —Unverified | 0 |