| 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 |
| Ev-TTA: Test-Time Adaptation for Event-Based Object Recognition | Mar 23, 2022 | Event-based visionObject Recognition | CodeCode Available | 1 |
| 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 |
| Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness | Dec 5, 2021 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| N-ImageNet: Towards Robust, Fine-Grained Object Recognition with Event Cameras | Dec 2, 2021 | ClassificationObject | CodeCode Available | 1 |
| 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 |
| Recognizing bird species in diverse soundscapes under weak supervision | Jul 16, 2021 | Robust classification | CodeCode Available | 1 |
| 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 |
| 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 |
