| MIRST-DM: Multi-Instance RST with Drop-Max Layer for Robust Classification of Breast Cancer | May 2, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| DDDM: a Brain-Inspired Framework for Robust Classification | May 1, 2022 | ClassificationDecision Making | CodeCode Available | 0 |
| The Multimarginal Optimal Transport Formulation of Adversarial Multiclass Classification | Apr 27, 2022 | Binary ClassificationClassification | CodeCode Available | 0 |
| Pneumonia Detection in Chest X-Rays using Neural Networks | Apr 7, 2022 | Image AugmentationMedical Diagnosis | —Unverified | 0 |
| Robust Classification using Contractive Hamiltonian Neural ODEs | Mar 22, 2022 | Classificationimage-classification | CodeCode Available | 0 |
| Data-Driven Mitigation of Adversarial Text Perturbation | Feb 19, 2022 | Adversarial TextClassification | —Unverified | 0 |
| Memory Defense: More Robust Classification via a Memory-Masking Autoencoder | Feb 5, 2022 | ClassificationDecoder | CodeCode Available | 0 |
| Efficient and Robust Classification for Sparse Attacks | Jan 23, 2022 | ClassificationMalware Detection | —Unverified | 0 |
| Adversarially Robust Classification by Conditional Generative Model Inversion | Jan 12, 2022 | Adversarial AttackClassification | —Unverified | 0 |
| Linearly-involved Moreau-Enhanced-over-Subspace Model: Debiased Sparse Modeling and Stable Outlier-Robust Regression | Jan 10, 2022 | regressionRobust classification | —Unverified | 0 |
| Robust classification with flexible discriminant analysis in heterogeneous data | Jan 9, 2022 | Classificationparameter estimation | CodeCode Available | 0 |
| Open-Set Recognition of Breast Cancer Treatments | Jan 9, 2022 | Open Set LearningRobust classification | —Unverified | 0 |
| Optimal Robust Classification Trees | Nov 22, 2021 | ClassificationRobust classification | —Unverified | 0 |
| CAGE: Probing Causal Relationships in Deep Generative Models | Sep 29, 2021 | Robust classificationSynthetic Data Generation | —Unverified | 0 |
| In-filter Computing For Designing Ultra-light Acoustic Pattern Recognizers | Sep 11, 2021 | Robust classification | —Unverified | 0 |
| S2D2Net: An Improved Approach For Robust Steel Surface Defects Diagnosis With Small Sample Learning | Aug 23, 2021 | Defect DetectionDiversity | CodeCode Available | 0 |
| Does Adversarial Oversampling Help us? | Aug 20, 2021 | Robust classification | —Unverified | 0 |
| Contrastive Representations for Label Noise Require Fine-Tuning | Aug 20, 2021 | Robust classification | —Unverified | 0 |
| A Robust Classification-autoencoder to Defend Outliers and Adversaries | Jun 30, 2021 | ClassificationDecoder | CodeCode Available | 0 |
| Attack Transferability Characterization for Adversarially Robust Multi-label Classification | Jun 29, 2021 | Adversarial AttackClassification | CodeCode Available | 0 |
| Domain Adaptation Broad Learning System Based on Locally Linear Embedding | Jun 28, 2021 | ClassificationComputational Efficiency | —Unverified | 0 |
| An Ensemble Approach Towards Adversarial Robustness | Jun 10, 2021 | Adversarial RobustnessRobust classification | —Unverified | 0 |
| Analysis of classifiers robust to noisy labels | Jun 1, 2021 | Robust classification | CodeCode Available | 0 |
| 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 |
| 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 |
| 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 |
| Adversarially Robust Classification based on GLRT | Nov 16, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Integer Programming-based Error-Correcting Output Code Design for Robust Classification | Oct 30, 2020 | General ClassificationRobust classification | —Unverified | 0 |
| Investigating the Robustness of Artificial Intelligent Algorithms with Mixture Experiments | Oct 10, 2020 | Autonomous DrivingClassification | —Unverified | 0 |
| Fast Few-Shot Classification by Few-Iteration Meta-Learning | Oct 1, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Learning Image Labels On-the-fly for Training Robust Classification Models | Sep 22, 2020 | DiagnosticGeneral Classification | —Unverified | 0 |
| Adversarially Robust Learning via Entropic Regularization | Aug 27, 2020 | Robust classification | —Unverified | 0 |
| Adversarial Training with Bi-directional Likelihood Regularization for Visual Classification | Aug 1, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| API-Net: Robust Generative Classifier via a Single Discriminator | Aug 1, 2020 | Robust classification | CodeCode Available | 0 |
| Adversarial Examples and Metrics | Jul 14, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| ExpertNet: Adversarial Learning and Recovery Against Noisy Labels | Jul 10, 2020 | Robust classification | —Unverified | 0 |
| Robust Classification under Class-Dependent Domain Shift | Jul 10, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| PointMask: Towards Interpretable and Bias-Resilient Point Cloud Processing | Jul 9, 2020 | 3D Point Cloud ClassificationRobust classification | CodeCode Available | 0 |