| Boosting Barely Robust Learners: A New Perspective on Adversarial Robustness | Feb 11, 2022 | Adversarial Robustness | —Unverified | 0 |
| D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint Ensembles | Feb 11, 2022 | Adversarial RobustnessDeepFake Detection | —Unverified | 0 |
| 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 |
| Deadwooding: Robust Global Pruning for Deep Neural Networks | Feb 10, 2022 | Adversarial Robustness | —Unverified | 0 |
| Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations | Feb 9, 2022 | Adversarial RobustnessScheduling | CodeCode Available | 1 |
| On The Empirical Effectiveness of Unrealistic Adversarial Hardening Against Realistic Adversarial Attacks | Feb 7, 2022 | Adversarial RobustnessMalware Detection | CodeCode Available | 0 |
| 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 |
| LyaNet: A Lyapunov Framework for Training Neural ODEs | Feb 5, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| Optimized Potential Initialization for Low-latency Spiking Neural Networks | Feb 3, 2022 | Adversarial Robustness | —Unverified | 0 |
| Finding Biological Plausibility for Adversarially Robust Features via Metameric Tasks | Feb 2, 2022 | Adversarial RobustnessTexture Synthesis | CodeCode Available | 0 |
| Smoothed Embeddings for Certified Few-Shot Learning | Feb 2, 2022 | Adversarial RobustnessFew-Shot Learning | CodeCode Available | 0 |
| 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 |
| Adversarial Robustness in Deep Learning: Attacks on Fragile Neurons | Jan 31, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks | Jan 30, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| Improving Robustness by Enhancing Weak Subnets | Jan 30, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| The Many Faces of Adversarial Risk | Jan 22, 2022 | Adversarial Robustness | —Unverified | 0 |
| Unveiling Project-Specific Bias in Neural Code Models | Jan 19, 2022 | Adversarial RobustnessVulnerability Detection | —Unverified | 0 |
| Adversarial vulnerability of powerful near out-of-distribution detection | Jan 18, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 |
| AugLy: Data Augmentations for Robustness | Jan 17, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 5 |
| Tools and Practices for Responsible AI Engineering | Jan 14, 2022 | Adversarial Robustness | —Unverified | 0 |
| On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles | Jan 13, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Towards Adversarially Robust Deep Image Denoising | Jan 12, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| GenLabel: Mixup Relabeling using Generative Models | Jan 7, 2022 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving | Jan 5, 2022 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 1 |
| Rethinking Feature Uncertainty in Stochastic Neural Networks for Adversarial Robustness | Jan 1, 2022 | Adversarial Robustness | —Unverified | 0 |
| Improving the Behaviour of Vision Transformers with Token-consistent Stochastic Layers | Dec 30, 2021 | Adversarial RobustnessTransfer Learning | —Unverified | 0 |
| Associative Adversarial Learning Based on Selective Attack | Dec 28, 2021 | Adversarial RobustnessFew-Shot Learning | —Unverified | 0 |
| Perlin Noise Improve Adversarial Robustness | Dec 26, 2021 | Adversarial Robustness | —Unverified | 0 |
| Understanding and Measuring Robustness of Multimodal Learning | Dec 22, 2021 | Adversarial Robustness | —Unverified | 0 |
| How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness? | Dec 22, 2021 | Adversarial RobustnessNatural Language Inference | CodeCode Available | 1 |
| On the Adversarial Robustness of Causal Algorithmic Recourse | Dec 21, 2021 | Adversarial RobustnessDecision Making | CodeCode Available | 0 |
| Improving Robustness with Image Filtering | Dec 21, 2021 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| Certified Federated Adversarial Training | Dec 20, 2021 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual Explanations | Dec 13, 2021 | Adversarial Robustnesscounterfactual | CodeCode Available | 0 |
| The King is Naked: on the Notion of Robustness for Natural Language Processing | Dec 13, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Spatial-Temporal-Fusion BNN: Variational Bayesian Feature Layer | Dec 12, 2021 | Adversarial RobustnessUncertainty Quantification | —Unverified | 0 |
| On Adversarial Robustness of Point Cloud Semantic Segmentation | Dec 11, 2021 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 0 |
| Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach | Dec 10, 2021 | Adversarial Robustness | —Unverified | 0 |
| 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 |
| SNEAK: Synonymous Sentences-Aware Adversarial Attack on Natural Language Video Localization | Dec 8, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| 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 |
| On the Existence of the Adversarial Bayes Classifier (Extended Version) | Dec 3, 2021 | Adversarial Robustness | —Unverified | 0 |
| Is RobustBench/AutoAttack a suitable Benchmark for Adversarial Robustness? | Dec 2, 2021 | Adversarial Attack DetectionAdversarial Robustness | CodeCode Available | 1 |
| Is Approximation Universally Defensive Against Adversarial Attacks in Deep Neural Networks? | Dec 2, 2021 | Adversarial Robustness | —Unverified | 0 |
| 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 |
| Adversarial Robustness of Deep Reinforcement Learning based Dynamic Recommender Systems | Dec 2, 2021 | Adversarial Robustnesscounterfactual | —Unverified | 0 |
| Certified Adversarial Defenses Meet Out-of-Distribution Corruptions: Benchmarking Robustness and Simple Baselines | Dec 1, 2021 | Adversarial RobustnessBenchmarking | —Unverified | 0 |
