| Scattering Model Guided Adversarial Examples for SAR Target Recognition: Attack and Defense | Sep 11, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| FADE: Enabling Federated Adversarial Training on Heterogeneous Resource-Constrained Edge Devices | Sep 8, 2022 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| Bispectral Neural Networks | Sep 7, 2022 | Adversarial RobustnessRepresentation Learning | CodeCode Available | 1 |
| Adversarial Robustness for Tabular Data through Cost and Utility Awareness | Aug 27, 2022 | Abuse DetectionAdversarial Robustness | —Unverified | 0 |
| FuncFooler: A Practical Black-box Attack Against Learning-based Binary Code Similarity Detection Methods | Aug 26, 2022 | Adversarial RobustnessCode Generation | —Unverified | 0 |
| Multi-Scale Architectures Matter: On the Adversarial Robustness of Flow-based Lossless Compression | Aug 26, 2022 | Adversarial RobustnessDensity Estimation | —Unverified | 0 |
| Robust Prototypical Few-Shot Organ Segmentation with Regularized Neural-ODEs | Aug 26, 2022 | Adversarial RobustnessFew-Shot Learning | CodeCode Available | 0 |
| GHN-Q: Parameter Prediction for Unseen Quantized Convolutional Architectures via Graph Hypernetworks | Aug 26, 2022 | Adversarial RobustnessParameter Prediction | —Unverified | 0 |
| Lower Difficulty and Better Robustness: A Bregman Divergence Perspective for Adversarial Training | Aug 26, 2022 | Adversarial Robustness | —Unverified | 0 |
| Shortcut Learning of Large Language Models in Natural Language Understanding | Aug 25, 2022 | Adversarial RobustnessNatural Language Understanding | —Unverified | 0 |
| Different Spectral Representations in Optimized Artificial Neural Networks and Brains | Aug 22, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| BARReL: Bottleneck Attention for Adversarial Robustness in Vision-Based Reinforcement Learning | Aug 22, 2022 | Adversarial Robustnessreinforcement-learning | —Unverified | 0 |
| A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective | Aug 21, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Exploring Adversarial Robustness of Vision Transformers in the Spectral Perspective | Aug 20, 2022 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| On the Privacy Effect of Data Enhancement via the Lens of Memorization | Aug 17, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Two Heads are Better than One: Robust Learning Meets Multi-branch Models | Aug 17, 2022 | Adversarial RobustnessPhilosophy | CodeCode Available | 0 |
| MENLI: Robust Evaluation Metrics from Natural Language Inference | Aug 15, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Self-Knowledge Distillation via Dropout | Aug 11, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Adversarial robustness of VAEs through the lens of local geometry | Aug 8, 2022 | Adversarial RobustnessDecoder | CodeCode Available | 0 |
| On Transfer of Adversarial Robustness from Pretraining to Downstream Tasks | Aug 7, 2022 | Adversarial RobustnessRobust classification | —Unverified | 0 |
| Adversarial Robustness of MR Image Reconstruction under Realistic Perturbations | Aug 5, 2022 | Adversarial RobustnessDiagnostic | CodeCode Available | 0 |
| Understanding Adversarial Robustness of Vision Transformers via Cauchy Problem | Aug 1, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Is current research on adversarial robustness addressing the right problem? | Jul 31, 2022 | Adversarial Robustness | —Unverified | 0 |
| Pro-tuning: Unified Prompt Tuning for Vision Tasks | Jul 28, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks | Jul 27, 2022 | Adversarial RobustnessBenchmarking | —Unverified | 0 |
| Visual correspondence-based explanations improve AI robustness and human-AI team accuracy | Jul 26, 2022 | Adversarial RobustnessFine-Grained Image Classification | CodeCode Available | 1 |
| 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 |
| Contrastive Self-Supervised Learning Leads to Higher Adversarial Susceptibility | Jul 22, 2022 | Adversarial RobustnessSelf-Supervised Learning | —Unverified | 0 |
| Do Perceptually Aligned Gradients Imply Adversarial Robustness? | Jul 22, 2022 | Adversarial RobustnessImage Classification | CodeCode Available | 0 |
| AugRmixAT: A Data Processing and Training Method for Improving Multiple Robustness and Generalization Performance | Jul 21, 2022 | Adversarial Robustness | —Unverified | 0 |
| One-vs-the-Rest Loss to Focus on Important Samples in Adversarial Training | Jul 21, 2022 | Adversarial Robustness | —Unverified | 0 |
| Careful What You Wish For: on the Extraction of Adversarially Trained Models | Jul 21, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Illusory Attacks: Information-Theoretic Detectability Matters in Adversarial Attacks | Jul 20, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Tailoring Self-Supervision for Supervised Learning | Jul 20, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Assaying Out-Of-Distribution Generalization in Transfer Learning | Jul 19, 2022 | Adversarial RobustnessOut-of-Distribution Generalization | CodeCode Available | 0 |
| Adversarial Contrastive Learning via Asymmetric InfoNCE | Jul 18, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| Automated Repair of Neural Networks | Jul 17, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| 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 |
| Bi-fidelity Evolutionary Multiobjective Search for Adversarially Robust Deep Neural Architectures | Jul 12, 2022 | Adversarial RobustnessMultiobjective Optimization | —Unverified | 0 |
| Exploring Adversarial Examples and Adversarial Robustness of Convolutional Neural Networks by Mutual Information | Jul 12, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Certified Adversarial Robustness via Anisotropic Randomized Smoothing | Jul 12, 2022 | Adversarial RobustnessAll | —Unverified | 0 |
| Adversarial Robustness Assessment of NeuroEvolution Approaches | Jul 12, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| RUSH: Robust Contrastive Learning via Randomized Smoothing | Jul 11, 2022 | Adversarial RobustnessContrastive Learning | —Unverified | 0 |
| Dynamic Time Warping based Adversarial Framework for Time-Series Domain | Jul 9, 2022 | Adversarial RobustnessDynamic Time Warping | CodeCode Available | 0 |
| How many perturbations break this model? Evaluating robustness beyond adversarial accuracy | Jul 8, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| On the Relationship Between Adversarial Robustness and Decision Region in Deep Neural Network | Jul 7, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Adversarial Robustness of Visual Dialog | Jul 6, 2022 | Adversarial RobustnessVisual Dialog | —Unverified | 0 |
