| SOAR: Second-Order Adversarial Regularization | Apr 4, 2020 | Adversarial Robustness | —Unverified | 0 |
| Improving out-of-distribution generalization via multi-task self-supervised pretraining | Mar 30, 2020 | Adversarial RobustnessDomain Generalization | —Unverified | 0 |
| Towards Deep Learning Models Resistant to Large Perturbations | Mar 30, 2020 | Adversarial RobustnessDeep Learning | CodeCode Available | 0 |
| Challenging the adversarial robustness of DNNs based on error-correcting output codes | Mar 26, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Defense Through Diverse Directions | Mar 24, 2020 | Adversarial Robustness | —Unverified | 0 |
| Architectural Resilience to Foreground-and-Background Adversarial Noise | Mar 23, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| SAT: Improving Adversarial Training via Curriculum-Based Loss Smoothing | Mar 18, 2020 | Adversarial Robustness | —Unverified | 0 |
| Metrics and methods for robustness evaluation of neural networks with generative models | Mar 4, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| Understanding the Intrinsic Robustness of Image Distributions using Conditional Generative Models | Mar 1, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Defense-PointNet: Protecting PointNet Against Adversarial Attacks | Feb 27, 2020 | Adversarial Robustness | —Unverified | 0 |
| Can we have it all? On the Trade-off between Spatial and Adversarial Robustness of Neural Networks | Feb 26, 2020 | Adversarial RobustnessAll | CodeCode Available | 0 |
| Towards Certifiable Adversarial Sample Detection | Feb 20, 2020 | Adversarial Robustness | —Unverified | 0 |
| Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness | Feb 18, 2020 | Adversarial RobustnessFairness | —Unverified | 0 |
| Scalable Quantitative Verification For Deep Neural Networks | Feb 17, 2020 | Adversarial Robustness | —Unverified | 0 |
| CEB Improves Model Robustness | Feb 13, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Semialgebraic Optimization for Lipschitz Constants of ReLU Networks | Feb 10, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Assessing the Adversarial Robustness of Monte Carlo and Distillation Methods for Deep Bayesian Neural Network Classification | Feb 7, 2020 | Adversarial RobustnessGeneral Classification | —Unverified | 0 |
| Guess First to Enable Better Compression and Adversarial Robustness | Jan 10, 2020 | Adversarial Robustness | —Unverified | 0 |
| RECAST: Interactive Auditing of Automatic Toxicity Detection Models | Jan 7, 2020 | Adversarial RobustnessFairness | —Unverified | 0 |
| Optimal Statistical Guaratees for Adversarially Robust Gaussian Classification | Jan 1, 2020 | Adversarial RobustnessClassification | —Unverified | 0 |
| Adversarially Robust Neural Networks via Optimal Control: Bridging Robustness with Lyapunov Stability | Jan 1, 2020 | Adversarial Robustness | —Unverified | 0 |
| Smooth Kernels Improve Adversarial Robustness and Perceptually-Aligned Gradients | Jan 1, 2020 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Robustness via Runtime Masking and Cleansing | Jan 1, 2020 | Adversarial Robustness | —Unverified | 0 |
| Implicit Euler Skip Connections: Enhancing Adversarial Robustness via Numerical Stability | Jan 1, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Optimising Neural Network Architectures for Provable Adversarial Robustness | Jan 1, 2020 | Adversarial Robustness | —Unverified | 0 |
| Benchmarking Adversarial Robustness | Dec 26, 2019 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| P-CapsNets: a General Form of Convolutional Neural Networks | Dec 18, 2019 | Adversarial RobustnessForm | —Unverified | 0 |
| APRICOT: A Dataset of Physical Adversarial Attacks on Object Detection | Dec 17, 2019 | Adversarial RobustnessDensity Estimation | CodeCode Available | 0 |
| What it Thinks is Important is Important: Robustness Transfers through Input Gradients | Dec 11, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Feature Losses for Adversarial Robustness | Dec 10, 2019 | Adversarial RobustnessDenoising | —Unverified | 0 |
| Exploring the Back Alleys: Analysing The Robustness of Alternative Neural Network Architectures against Adversarial Attacks | Dec 8, 2019 | Adversarial Robustness | —Unverified | 0 |
| An Empirical Study on the Relation between Network Interpretability and Adversarial Robustness | Dec 7, 2019 | Adversarial RobustnessImage Classification | CodeCode Available | 0 |
| Towards Robust Image Classification Using Sequential Attention Models | Dec 4, 2019 | Adversarial RobustnessClassification | —Unverified | 0 |
| Error Correcting Output Codes Improve Probability Estimation and Adversarial Robustness of Deep Neural Networks | Dec 1, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Can Attention Masks Improve Adversarial Robustness? | Nov 27, 2019 | Adversarial Robustness | —Unverified | 0 |
| An Adaptive View of Adversarial Robustness from Test-time Smoothing Defense | Nov 26, 2019 | Adversarial RobustnessDecision Making | CodeCode Available | 0 |
| Playing it Safe: Adversarial Robustness with an Abstain Option | Nov 25, 2019 | Adversarial Robustness | —Unverified | 0 |
| CAMUS: A Framework to Build Formal Specifications for Deep Perception Systems Using Simulators | Nov 25, 2019 | Adversarial Robustness | —Unverified | 0 |
| Verifiability and Predictability: Interpreting Utilities of Network Architectures for Point Cloud Processing | Nov 20, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness of Flow-Based Generative Models | Nov 20, 2019 | Adversarial Robustness | —Unverified | 0 |
| AdvKnn: Adversarial Attacks On K-Nearest Neighbor Classifiers With Approximate Gradients | Nov 15, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Finding a human-like classifier | Nov 13, 2019 | Adversarial RobustnessContinual Learning | —Unverified | 0 |
| Preventing Gradient Attenuation in Lipschitz Constrained Convolutional Networks | Nov 3, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| MadNet: Using a MAD Optimization for Defending Against Adversarial Attacks | Nov 3, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Fault Tolerance of Neural Networks in Adversarial Settings | Oct 30, 2019 | Adversarial RobustnessFairness | —Unverified | 0 |
| Distribution Density, Tails, and Outliers in Machine Learning: Metrics and Applications | Oct 29, 2019 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Certified Adversarial Robustness for Deep Reinforcement Learning | Oct 28, 2019 | Adversarial RobustnessCollision Avoidance | —Unverified | 0 |
| Label Smoothing and Logit Squeezing: A Replacement for Adversarial Training? | Oct 25, 2019 | Adversarial Robustness | —Unverified | 0 |
| A Useful Taxonomy for Adversarial Robustness of Neural Networks | Oct 23, 2019 | Adversarial Robustness | —Unverified | 0 |
| Are Perceptually-Aligned Gradients a General Property of Robust Classifiers? | Oct 18, 2019 | Adversarial Robustness | —Unverified | 0 |
