| An Ensemble Approach Towards Adversarial Robustness | Jun 10, 2021 | Adversarial RobustnessRobust classification | —Unverified | 0 |
| Towards Robust Classification Model by Counterfactual and Invariant Data Generation | Jun 2, 2021 | Classificationcounterfactual | CodeCode Available | 1 |
| Analysis of classifiers robust to noisy labels | Jun 1, 2021 | Robust classification | CodeCode Available | 0 |
| Vision Transformers are Robust Learners | May 17, 2021 | Anomaly DetectionImage Classification | CodeCode Available | 1 |
| Is the aspect ratio of cells important in deep learning? A robust comparison of deep learning methods for multi-scale cytopathology cell image classification: from convolutional neural networks to visual transformers | May 16, 2021 | Deep Learningimage-classification | —Unverified | 0 |
| An Effective Baseline for Robustness to Distributional Shift | May 15, 2021 | Deep LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| A Finer Calibration Analysis for Adversarial Robustness | May 4, 2021 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| If your data distribution shifts, use self-learning | Apr 27, 2021 | Domain AdaptationRobust classification | CodeCode Available | 1 |
| Robust Classification via Support Vector Machines | Apr 27, 2021 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Provable Robustness of Adversarial Training for Learning Halfspaces with Noise | Apr 19, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Robust Classification from Noisy Labels: Integrating Additional Knowledge for Chest Radiography Abnormality Assessment | Apr 12, 2021 | General ClassificationHeart Segmentation | —Unverified | 0 |
| Latent Code-Based Fusion: A Volterra Neural Network Approach | Apr 10, 2021 | ClusteringRobust classification | —Unverified | 0 |
| Robust Classification Under _0 Attack for the Gaussian Mixture Model | Apr 5, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Adversarially Optimized Mixup for Robust Classification | Mar 22, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| Wasserstein Robust Classification with Fairness Constraints | Mar 11, 2021 | AttributeClassification | —Unverified | 0 |
| Group-wise Inhibition based Feature Regularization for Robust Classification | Mar 3, 2021 | ClassificationDiversity | CodeCode Available | 1 |
| SWAD: Domain Generalization by Seeking Flat Minima | Feb 17, 2021 | Domain GeneralizationGeneralization Bounds | CodeCode Available | 1 |
| Twin Augmented Architectures for Robust Classification of COVID-19 Chest X-Ray Images | Feb 16, 2021 | COVID-19 DiagnosisGeneral Classification | —Unverified | 0 |
| Robust Classification using Hidden Markov Models and Mixtures of Normalizing Flows | Feb 15, 2021 | General ClassificationRobust classification | —Unverified | 0 |
| Noise-robust classification with hypergraph neural network | Feb 3, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| A Symmetric Loss Perspective of Reliable Machine Learning | Jan 5, 2021 | BIG-bench Machine LearningBinary Classification | —Unverified | 0 |
| Provably robust classification of adversarial examples with detection | Jan 1, 2021 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Masksembles for Uncertainty Estimation | Dec 15, 2020 | Classifier calibrationEnsemble Learning | CodeCode Available | 1 |
| Multi-Objective Interpolation Training for Robustness to Label Noise | Dec 8, 2020 | Contrastive LearningImage Classification | CodeCode Available | 1 |
| RobustPointSet: A Dataset for Benchmarking Robustness of Point Cloud Classifiers | Nov 23, 2020 | 3D Point Cloud ClassificationBenchmarking | CodeCode Available | 1 |
