| Improving Adversarial Robustness via Mutual Information Estimation | Jul 25, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness | Jul 22, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| Tailoring Self-Supervision for Supervised Learning | Jul 20, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Adversarial Contrastive Learning via Asymmetric InfoNCE | Jul 18, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| CARBEN: Composite Adversarial Robustness Benchmark | Jul 16, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Distance Learner: Incorporating Manifold Prior to Model Training | Jul 14, 2022 | Adversarial Robustnessmodel | CodeCode Available | 1 |
| Adversarially-Aware Robust Object Detector | Jul 13, 2022 | Adversarial RobustnessObject | CodeCode Available | 1 |
| Removing Batch Normalization Boosts Adversarial Training | Jul 4, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| Robust Deep Reinforcement Learning through Bootstrapped Opportunistic Curriculum | Jun 21, 2022 | Adversarial RobustnessDeep Reinforcement Learning | CodeCode Available | 1 |
| (Certified!!) Adversarial Robustness for Free! | Jun 21, 2022 | Adversarial RobustnessDenoising | CodeCode Available | 1 |
| Towards Adversarial Attack on Vision-Language Pre-training Models | Jun 19, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Understanding Robust Overfitting of Adversarial Training and Beyond | Jun 17, 2022 | Adversarial RobustnessData Ablation | CodeCode Available | 1 |
| Adversarial Vulnerability of Randomized Ensembles | Jun 14, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models | Jun 9, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| FedNest: Federated Bilevel, Minimax, and Compositional Optimization | May 4, 2022 | Adversarial RobustnessHyperparameter Optimization | CodeCode Available | 1 |
| Flooding-X: Improving BERT’s Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning | May 1, 2022 | Adversarial Robustnesstext-classification | CodeCode Available | 1 |
| Engineering flexible machine learning systems by traversing functionally-invariant paths | Apr 30, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Masking Adversarial Damage: Finding Adversarial Saliency for Robust and Sparse Network | Apr 6, 2022 | Adversarial RobustnessModel Compression | CodeCode Available | 1 |
| Distilling Robust and Non-Robust Features in Adversarial Examples by Information Bottleneck | Apr 6, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective | Mar 27, 2022 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| A Perturbation-Constrained Adversarial Attack for Evaluating the Robustness of Optical Flow | Mar 24, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Practical Evaluation of Adversarial Robustness via Adaptive Auto Attack | Mar 10, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| Joint rotational invariance and adversarial training of a dual-stream Transformer yields state of the art Brain-Score for Area V4 | Mar 8, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches | Mar 7, 2022 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Enhancing Adversarial Robustness for Deep Metric Learning | Mar 2, 2022 | Adversarial RobustnessMetric Learning | CodeCode Available | 1 |
| Evaluating the Adversarial Robustness of Adaptive Test-time Defenses | Feb 28, 2022 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| White-Box Attacks on Hate-speech BERT Classifiers in German with Explicit and Implicit Character Level Defense | Feb 11, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations | Feb 9, 2022 | Adversarial RobustnessScheduling | CodeCode Available | 1 |
| LyaNet: A Lyapunov Framework for Training Neural ODEs | Feb 5, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training | Feb 5, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 |
| Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks? | Jan 31, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks | Jan 30, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial vulnerability of powerful near out-of-distribution detection | Jan 18, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 |
| On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles | Jan 13, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving | Jan 5, 2022 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 1 |
| How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness? | Dec 22, 2021 | Adversarial RobustnessNatural Language Inference | CodeCode Available | 1 |
| PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures | Dec 9, 2021 | Adversarial RobustnessAnomaly Detection | CodeCode Available | 1 |
| Segment and Complete: Defending Object Detectors against Adversarial Patch Attacks with Robust Patch Detection | Dec 8, 2021 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 1 |
| Decision-based Black-box Attack Against Vision Transformers via Patch-wise Adversarial Removal | Dec 7, 2021 | Adversarial RobustnessSensitivity | CodeCode Available | 1 |
| Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness | Dec 5, 2021 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| A Unified Framework for Adversarial Attack and Defense in Constrained Feature Space | Dec 2, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Training Efficiency and Robustness in Deep Learning | Dec 2, 2021 | Adversarial RobustnessDeep Learning | CodeCode Available | 1 |
| Is RobustBench/AutoAttack a suitable Benchmark for Adversarial Robustness? | Dec 2, 2021 | Adversarial Attack DetectionAdversarial Robustness | CodeCode Available | 1 |
| Towards a Unified Game-Theoretic View of Adversarial Perturbations and Robustness | Dec 1, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Attacks on Graph Classifiers via Bayesian Optimisation | Dec 1, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 |
| ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification | Nov 28, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 |
| Are Transformers More Robust Than CNNs? | Nov 10, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Graph Robustness Benchmark: Benchmarking the Adversarial Robustness of Graph Machine Learning | Nov 8, 2021 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Nov 5, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Attacks on Graph Classification via Bayesian Optimisation | Nov 4, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 |
