| Adversarial Robustness of Deep Learning: Theory, Algorithms, and Applications | Aug 24, 2021 | Adversarial RobustnessDeep Learning | —Unverified | 0 |
| SegMix: Co-occurrence Driven Mixup for Semantic Segmentation and Adversarial Robustness | Aug 23, 2021 | Adversarial RobustnessDenoising | —Unverified | 0 |
| AdvDrop: Adversarial Attack to DNNs by Dropping Information | Aug 20, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| ASAT: Adaptively Scaled Adversarial Training in Time Series | Aug 20, 2021 | Adversarial RobustnessTime Series | —Unverified | 0 |
| Pruning in the Face of Adversaries | Aug 19, 2021 | Adversarial RobustnessNetwork Pruning | CodeCode Available | 0 |
| STAR: Noisy Semi-Supervised Transfer Learning for Visual Classification | Aug 18, 2021 | Adversarial RobustnessClassification | —Unverified | 0 |
| Revisiting Adversarial Robustness Distillation: Robust Soft Labels Make Student Better | Aug 18, 2021 | Adversarial RobustnessKnowledge Distillation | CodeCode Available | 1 |
| Neural Architecture Dilation for Adversarial Robustness | Aug 16, 2021 | Adversarial Robustness | —Unverified | 0 |
| AGKD-BML: Defense Against Adversarial Attack by Attention Guided Knowledge Distillation and Bi-directional Metric Learning | Aug 13, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| On the Effect of Pruning on Adversarial Robustness | Aug 10, 2021 | Adversarial Robustness | —Unverified | 0 |
| Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100 | Aug 5, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Robust Transfer Learning with Pretrained Language Models through Adapters | Aug 5, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| AdvRush: Searching for Adversarially Robust Neural Architectures | Aug 3, 2021 | Adversarial RobustnessNeural Architecture Search | CodeCode Available | 1 |
| Towards Adversarially Robust and Domain Generalizable Stereo Matching by Rethinking DNN Feature Backbones | Jul 31, 2021 | Adversarial RobustnessStereo Matching | —Unverified | 0 |
| Who's Afraid of Thomas Bayes? | Jul 30, 2021 | Adversarial Robustness | —Unverified | 0 |
| Enhancing Adversarial Robustness via Test-time Transformation Ensembling | Jul 29, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| WaveCNet: Wavelet Integrated CNNs to Suppress Aliasing Effect for Noise-Robust Image Classification | Jul 28, 2021 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers | Jul 23, 2021 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 |
| Robust Explainability: A Tutorial on Gradient-Based Attribution Methods for Deep Neural Networks | Jul 23, 2021 | Adversarial Robustness | —Unverified | 0 |
| Fast and Scalable Adversarial Training of Kernel SVM via Doubly Stochastic Gradients | Jul 21, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| AdvFilter: Predictive Perturbation-aware Filtering against Adversarial Attack via Multi-domain Learning | Jul 14, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| A Closer Look at the Adversarial Robustness of Information Bottleneck Models | Jul 12, 2021 | Adversarial Robustness | —Unverified | 0 |
| Perceptual-based deep-learning denoiser as a defense against adversarial attacks on ASR systems | Jul 12, 2021 | Adversarial RobustnessAutomatic Speech Recognition | —Unverified | 0 |
| Improving Model Robustness with Latent Distribution Locally and Globally | Jul 8, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Understanding Intrinsic Robustness Using Label Uncertainty | Jul 7, 2021 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| GradDiv: Adversarial Robustness of Randomized Neural Networks via Gradient Diversity Regularization | Jul 6, 2021 | Adversarial RobustnessDiversity | —Unverified | 0 |
| Generalization Error Analysis of Neural networks with Gradient Based Regularization | Jul 6, 2021 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Adversarial Robustness of Probabilistic Network Embedding for Link Prediction | Jul 5, 2021 | Adversarial RobustnessLink Prediction | —Unverified | 0 |
| Adversarial Robustness of Streaming Algorithms through Importance Sampling | Jun 28, 2021 | Adversarial RobustnessClustering | —Unverified | 0 |
| RAILS: A Robust Adversarial Immune-inspired Learning System | Jun 27, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Multi-stage Optimization based Adversarial Training | Jun 26, 2021 | Adversarial Robustness | —Unverified | 0 |
| On the (Un-)Avoidability of Adversarial Examples | Jun 24, 2021 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| Long-term Cross Adversarial Training: A Robust Meta-learning Method for Few-shot Classification Tasks | Jun 22, 2021 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| On Adversarial Robustness of Synthetic Code Generation | Jun 22, 2021 | Adversarial RobustnessCode Generation | —Unverified | 0 |
| NCIS: Neural Contextual Iterative Smoothing for Purifying Adversarial Perturbations | Jun 22, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Policy Smoothing for Provably Robust Reinforcement Learning | Jun 21, 2021 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Adversarial Robustness | Jun 18, 2021 | Adversarial Robustness | —Unverified | 0 |
| Attacking Graph Classification via Bayesian Optimisation | Jun 18, 2021 | Adversarial RobustnessBayesian Optimisation | —Unverified | 0 |
| Helper-based Adversarial Training: Reducing Excessive Margin to Achieve a Better Accuracy vs. Robustness Trade-off | Jun 18, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples | Jun 18, 2021 | Adversarial Robustness | CodeCode Available | 3 |
| Residual Error: a New Performance Measure for Adversarial Robustness | Jun 18, 2021 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Less is More: Feature Selection for Adversarial Robustness with Compressive Counter-Adversarial Attacks | Jun 18, 2021 | Adversarial Robustnessfeature selection | —Unverified | 0 |
| Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning | Jun 18, 2021 | Adversarial RobustnessFederated Learning | CodeCode Available | 1 |
| Analyzing Adversarial Robustness of Deep Neural Networks in Pixel Space: a Semantic Perspective | Jun 18, 2021 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Visual Robustness by Causal Intervention | Jun 17, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Algorithmic Bias and Data Bias: Understanding the Relation between Distributionally Robust Optimization and Data Curation | Jun 17, 2021 | Adversarial RobustnessFairness | —Unverified | 0 |
| Towards Adversarial Robustness via Transductive Learning | Jun 15, 2021 | Adversarial RobustnessBilevel Optimization | —Unverified | 0 |
| Probabilistic Margins for Instance Reweighting in Adversarial Training | Jun 15, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| ATRAS: Adversarially Trained Robust Architecture Search | Jun 13, 2021 | Adversarial Robustness | —Unverified | 0 |
| Understanding the Interplay between Privacy and Robustness in Federated Learning | Jun 13, 2021 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
