| Revisiting Residual Networks for Adversarial Robustness: An Architectural Perspective | Dec 21, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| In and Out-of-Domain Text Adversarial Robustness via Label Smoothing | Dec 20, 2022 | Adversarial Robustness | —Unverified | 0 |
| TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization | Dec 19, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Confidence-aware Training of Smoothed Classifiers for Certified Robustness | Dec 18, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Estimating the Adversarial Robustness of Attributions in Text with Transformers | Dec 18, 2022 | Adversarial Robustnesstext-classification | —Unverified | 0 |
| On Evaluating Adversarial Robustness of Chest X-ray Classification: Pitfalls and Best Practices | Dec 15, 2022 | Adversarial RobustnessClassification | —Unverified | 0 |
| Understanding Zero-Shot Adversarial Robustness for Large-Scale Models | Dec 14, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| AdvCat: Domain-Agnostic Robustness Assessment for Cybersecurity-Critical Applications with Categorical Inputs | Dec 13, 2022 | Adversarial RobustnessFake News Detection | —Unverified | 0 |
| Adversarially Robust Video Perception by Seeing Motion | Dec 13, 2022 | Adversarial Robustness | —Unverified | 0 |
| Unfolding Local Growth Rate Estimates for (Almost) Perfect Adversarial Detection | Dec 13, 2022 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 0 |
| Robust Perception through Equivariance | Dec 12, 2022 | Adversarial RobustnessInstance Segmentation | CodeCode Available | 0 |
| SRoUDA: Meta Self-training for Robust Unsupervised Domain Adaptation | Dec 12, 2022 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 |
| Robustness Implies Privacy in Statistical Estimation | Dec 9, 2022 | Adversarial Robustnessparameter estimation | —Unverified | 0 |
| Enhancing Quantum Adversarial Robustness by Randomized Encodings | Dec 5, 2022 | Adversarial RobustnessQuantum Machine Learning | —Unverified | 0 |
| CSTAR: Towards Compact and STructured Deep Neural Networks with Adversarial Robustness | Dec 4, 2022 | Adversarial RobustnessModel Compression | —Unverified | 0 |
| Recognizing Object by Components with Human Prior Knowledge Enhances Adversarial Robustness of Deep Neural Networks | Dec 4, 2022 | Adversarial RobustnessInductive Bias | CodeCode Available | 0 |
| Smoothing Policy Iteration for Zero-sum Markov Games | Dec 3, 2022 | Adversarial Robustness | —Unverified | 0 |
| Neural Representations Reveal Distinct Modes of Class Fitting in Residual Convolutional Networks | Dec 1, 2022 | Adversarial RobustnessMemorization | CodeCode Available | 0 |
| Generalizing and Improving Jacobian and Hessian Regularization | Dec 1, 2022 | Adversarial Robustness | —Unverified | 0 |
| Toward Robust Diagnosis: A Contour Attention Preserving Adversarial Defense for COVID-19 Detection | Nov 30, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Quantization-aware Interval Bound Propagation for Training Certifiably Robust Quantized Neural Networks | Nov 29, 2022 | Adversarial RobustnessGPU | CodeCode Available | 0 |
| Understanding the Impact of Adversarial Robustness on Accuracy Disparity | Nov 28, 2022 | Adversarial RobustnessOpen-Ended Question Answering | CodeCode Available | 0 |
| Deep Learning Training Procedure Augmentations | Nov 25, 2022 | Adversarial RobustnessDeep Learning | —Unverified | 0 |
| Towards Practical Control of Singular Values of Convolutional Layers | Nov 24, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Reliable Robustness Evaluation via Automatically Constructed Attack Ensembles | Nov 23, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Improving Robust Generalization by Direct PAC-Bayesian Bound Minimization | Nov 22, 2022 | Adversarial Robustness | —Unverified | 0 |
| Enhancing Accuracy and Robustness of Steering Angle Prediction with Attention Mechanism | Nov 21, 2022 | Adversarial RobustnessAutonomous Driving | —Unverified | 0 |
| Towards Adversarial Robustness of Deep Vision Algorithms | Nov 19, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Generalizable Deepfake Detection with Phase-Based Motion Analysis | Nov 17, 2022 | Adversarial RobustnessDeepFake Detection | —Unverified | 0 |
| Improving Interpretability via Regularization of Neural Activation Sensitivity | Nov 16, 2022 | Adversarial RobustnessExplanation Fidelity Evaluation | —Unverified | 0 |
| Differentially Private Optimizers Can Learn Adversarially Robust Models | Nov 16, 2022 | Adversarial Robustness | —Unverified | 0 |
| Improved techniques for deterministic l2 robustness | Nov 15, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Demystify Transformers & Convolutions in Modern Image Deep Networks | Nov 10, 2022 | Adversarial RobustnessImage Deep Networks | CodeCode Available | 1 |
| Accelerating Adversarial Perturbation by 50% with Semi-backward Propagation | Nov 9, 2022 | Adversarial Robustness | —Unverified | 0 |
| Towards Adversarially Robust Recommendation from Adaptive Fraudster Detection | Nov 8, 2022 | Adversarial RobustnessRecommendation Systems | —Unverified | 0 |
| Robust Lottery Tickets for Pre-trained Language Models | Nov 6, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| An Adversarial Robustness Perspective on the Topology of Neural Networks | Nov 4, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Improving Adversarial Robustness to Sensitivity and Invariance Attacks with Deep Metric Learning | Nov 4, 2022 | Adversarial RobustnessMetric Learning | —Unverified | 0 |
| Data-free Defense of Black Box Models Against Adversarial Attacks | Nov 3, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Visually Adversarial Attacks and Defenses in the Physical World: A Survey | Nov 3, 2022 | Adversarial RobustnessSurvey | —Unverified | 0 |
| Verifying And Interpreting Neural Networks using Finite Automata | Nov 2, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Rethinking and Improving Robustness of Convolutional Neural Networks: a Shapley Value-based Approach in Frequency Domain | Nov 1, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks | Nov 1, 2022 | Adversarial RobustnessPseudo Label | CodeCode Available | 1 |
| DensePure: Understanding Diffusion Models towards Adversarial Robustness | Nov 1, 2022 | Adversarial RobustnessDenoising | —Unverified | 0 |
| Scoring Black-Box Models for Adversarial Robustness | Oct 31, 2022 | Adversarial Robustness | —Unverified | 0 |
| FI-ODE: Certifiably Robust Forward Invariance in Neural ODEs | Oct 30, 2022 | Adversarial Robustnesscontinuous-control | CodeCode Available | 0 |
| Improving Hyperspectral Adversarial Robustness Under Multiple Attacks | Oct 28, 2022 | Adversarial RobustnessSemantic Segmentation | —Unverified | 0 |
| Towards Reliable Neural Specifications | Oct 28, 2022 | Adversarial Robustness | —Unverified | 0 |
| Improving Adversarial Robustness with Self-Paced Hard-Class Pair Reweighting | Oct 26, 2022 | Adversarial RobustnessModel Optimization | CodeCode Available | 0 |
| Disentangled Text Representation Learning with Information-Theoretic Perspective for Adversarial Robustness | Oct 26, 2022 | Adversarial RobustnessRepresentation Learning | —Unverified | 0 |