| An Ensemble Approach Towards Adversarial Robustness | Jun 10, 2021 | Adversarial RobustnessRobust classification | —Unverified | 0 |
| Improving White-box Robustness of Pre-processing Defenses via Joint Adversarial Training | Jun 10, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Towards Defending against Adversarial Examples via Attack-Invariant Features | Jun 9, 2021 | Adversarial Robustness | —Unverified | 0 |
| Towards the Memorization Effect of Neural Networks in Adversarial Training | Jun 9, 2021 | Adversarial RobustnessMemorization | —Unverified | 0 |
| RoSearch: Search for Robust Student Architectures When Distilling Pre-trained Language Models | Jun 7, 2021 | Adversarial RobustnessKnowledge Distillation | —Unverified | 0 |
| A Primer on Multi-Neuron Relaxation-based Adversarial Robustness Certification | Jun 6, 2021 | Adversarial Robustness | —Unverified | 0 |
| k-Mixup Regularization for Deep Learning via Optimal Transport | Jun 5, 2021 | Adversarial RobustnessDeep Learning | CodeCode Available | 0 |
| Improving Neural Network Robustness via Persistency of Excitation | Jun 3, 2021 | Adversarial Robustnessparameter estimation | CodeCode Available | 0 |
| PDPGD: Primal-Dual Proximal Gradient Descent Adversarial Attack | Jun 3, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Certified Robustness to Word Substitution Attack with Differential Privacy | Jun 1, 2021 | Adversarial RobustnessClassification | —Unverified | 0 |
| Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning | Jun 1, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| NoiLIn: Improving Adversarial Training and Correcting Stereotype of Noisy Labels | May 31, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Variational Autoencoders: A Harmonic Perspective | May 31, 2021 | Adversarial RobustnessDecoder | —Unverified | 0 |
| Demotivate adversarial defense in remote sensing | May 28, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Robust Regularization with Adversarial Labelling of Perturbed Samples | May 28, 2021 | Adversarial RobustnessComputational Efficiency | —Unverified | 0 |
| On Linear Stability of SGD and Input-Smoothness of Neural Networks | May 27, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Deep Repulsive Prototypes for Adversarial Robustness | May 26, 2021 | Adversarial Robustness | —Unverified | 0 |
| Practical Convex Formulation of Robust One-hidden-layer Neural Network Training | May 25, 2021 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| Adversarial Examples for k-Nearest Neighbor Classifiers Based on Higher-Order Voronoi Diagrams | May 21, 2021 | Adversarial Robustness | —Unverified | 0 |
| Adversarial examples attack based on random warm restart mechanism and improved Nesterov momentum | May 10, 2021 | Adversarial RobustnessDeep Learning | —Unverified | 0 |
| Efficiency-driven Hardware Optimization for Adversarially Robust Neural Networks | May 9, 2021 | Adversarial Robustness | —Unverified | 0 |
| Dynamic Defense Approach for Adversarial Robustness in Deep Neural Networks via Stochastic Ensemble Smoothed Model | May 6, 2021 | Adversarial RobustnessAttribute | —Unverified | 0 |
| A Finer Calibration Analysis for Adversarial Robustness | May 4, 2021 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| On the Adversarial Robustness of Quantized Neural Networks | May 1, 2021 | Adversarial RobustnessModel Compression | —Unverified | 0 |
| Impact of Spatial Frequency Based Constraints on Adversarial Robustness | Apr 26, 2021 | Adversarial Robustness | —Unverified | 0 |
| Robust Certification for Laplace Learning on Geometric Graphs | Apr 22, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Towards Adversarial Patch Analysis and Certified Defense against Crowd Counting | Apr 22, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Mixture of Robust Experts (MoRE):A Robust Denoising Method towards multiple perturbations | Apr 21, 2021 | Adversarial RobustnessDenoising | —Unverified | 0 |
| Removing Adversarial Noise in Class Activation Feature Space | Apr 19, 2021 | Adversarial RobustnessDenoising | —Unverified | 0 |
| Calibration and Consistency of Adversarial Surrogate Losses | Apr 19, 2021 | Adversarial Robustness | —Unverified | 0 |
| On the Sensitivity and Stability of Model Interpretations in NLP | Apr 18, 2021 | Adversarial RobustnessDependency Parsing | CodeCode Available | 0 |
| Does language help generalization in vision models? | Apr 16, 2021 | Adversarial RobustnessClustering | CodeCode Available | 0 |
| Improved Branch and Bound for Neural Network Verification via Lagrangian Decomposition | Apr 14, 2021 | Adversarial RobustnessGPU | —Unverified | 0 |
| Relating Adversarially Robust Generalization to Flat Minima | Apr 9, 2021 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Robustness Guarantees for Gaussian Processes | Apr 7, 2021 | Adversarial RobustnessGaussian Processes | CodeCode Available | 0 |
| Universal Adversarial Training with Class-Wise Perturbations | Apr 7, 2021 | Adversarial Robustness | —Unverified | 0 |
| Robust Adversarial Classification via Abstaining | Apr 6, 2021 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| Adversarial Attacks and Defenses for Speech Recognition Systems | Mar 31, 2021 | Adversarial RobustnessAutomatic Speech Recognition | —Unverified | 0 |
| Class-Aware Robust Adversarial Training for Object Detection | Mar 30, 2021 | Adversarial RobustnessObject | —Unverified | 0 |
| Learning Lipschitz Feedback Policies from Expert Demonstrations: Closed-Loop Guarantees, Generalization and Robustness | Mar 30, 2021 | Adversarial RobustnessImitation Learning | —Unverified | 0 |
| Towards Understanding Adversarial Robustness of Optical Flow Networks | Mar 30, 2021 | Adversarial RobustnessOptical Flow Estimation | CodeCode Available | 0 |
| Ensemble-in-One: Learning Ensemble within Random Gated Networks for Enhanced Adversarial Robustness | Mar 27, 2021 | Adversarial Robustness | —Unverified | 0 |
| Constant Random Perturbations Provide Adversarial Robustness with Minimal Effect on Accuracy | Mar 15, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Reframing Neural Networks: Deep Structure in Overcomplete Representations | Mar 10, 2021 | Adversarial RobustnessModel Selection | —Unverified | 0 |
| Improving Global Adversarial Robustness Generalization With Adversarially Trained GAN | Mar 8, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Constrained Learning with Non-Convex Losses | Mar 8, 2021 | Adversarial RobustnessFairness | —Unverified | 0 |
| Improving Transformation-based Defenses against Adversarial Examples with First-order Perturbations | Mar 8, 2021 | Adversarial Robustness | —Unverified | 0 |
| Structure-Preserving Progressive Low-rank Image Completion for Defending Adversarial Attacks | Mar 4, 2021 | Adversarial RobustnessLow-Rank Matrix Completion | —Unverified | 0 |
| Shift Invariance Can Reduce Adversarial Robustness | Mar 3, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Smoothness Analysis of Adversarial Training | Mar 2, 2021 | Adversarial Robustness | —Unverified | 0 |
