| Robust Classification by Coupling Data Mollification with Label Smoothing | Jun 3, 2024 | Data AugmentationRobust classification | CodeCode Available | 0 | 5 |
| API-Net: Robust Generative Classifier via a Single Discriminator | Aug 1, 2020 | Robust classification | CodeCode Available | 0 | 5 |
| Robustifying Point Cloud Networks by Refocusing | Aug 10, 2023 | 3D ClassificationAdversarial Defense | CodeCode Available | 0 | 5 |
| EXCON: Extreme Instance-based Contrastive Representation Learning of Severely Imbalanced Multivariate Time Series for Solar Flare Prediction | Nov 18, 2024 | Contrastive LearningPrediction | CodeCode Available | 0 | 5 |
| Improved Sample Complexities for Deep Networks and Robust Classification via an All-Layer Margin | Oct 9, 2019 | AllGeneral Classification | CodeCode Available | 0 | 5 |
| Adversarial Feature Desensitization | Jun 8, 2020 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 | 5 |
| Improving Adversarial Robustness via Joint Classification and Multiple Explicit Detection Classes | Oct 26, 2022 | Adversarial RobustnessRobust classification | CodeCode Available | 0 | 5 |
| Inherently Faithful Attention Maps for Vision Transformers | Jun 10, 2025 | ClassificationRobust classification | CodeCode Available | 0 | 5 |
| Image Classification Using Singular Value Decomposition and Optimization | Dec 10, 2024 | Classificationimage-classification | CodeCode Available | 0 | 5 |
| An Exponentially Converging Particle Method for the Mixed Nash Equilibrium of Continuous Games | Nov 2, 2022 | Robust classification | CodeCode Available | 0 | 5 |
| Identifying and Understanding Cross-Class Features in Adversarial Training | Jun 5, 2025 | Robust classification | CodeCode Available | 0 | 5 |
| Implicit Generation and Generalization in Energy-Based Models | Mar 20, 2019 | General ClassificationImage Reconstruction | CodeCode Available | 0 | 5 |
| HATS: Histograms of Averaged Time Surfaces for Robust Event-based Object Classification | Mar 21, 2018 | Autonomous VehiclesClassification | CodeCode Available | 0 | 5 |
| HALO: Robust Out-of-Distribution Detection via Joint Optimisation | Feb 27, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 | 5 |
| An Enhanced Zeroth-Order Stochastic Frank-Wolfe Framework for Constrained Finite-Sum Optimization | Jan 13, 2025 | Computational EfficiencyRobust classification | CodeCode Available | 0 | 5 |
| The Multimarginal Optimal Transport Formulation of Adversarial Multiclass Classification | Apr 27, 2022 | Binary ClassificationClassification | CodeCode Available | 0 | 5 |
| Computational Asymmetries in Robust Classification | Jun 25, 2023 | Adversarial RobustnessClassification | CodeCode Available | 0 | 5 |
| Implicit Generation and Modeling with Energy Based Models | Dec 1, 2019 | General ClassificationImage Generation | CodeCode Available | 0 | 5 |
| CETA: A Consensus Enhanced Training Approach for Denoising in Distantly Supervised Relation Extraction | Oct 1, 2022 | ClassificationDenoising | CodeCode Available | 0 | 5 |
| Towards the first adversarially robust neural network model on MNIST | May 23, 2018 | Adversarial RobustnessBinarization | CodeCode Available | 0 | 5 |
| An Effective Baseline for Robustness to Distributional Shift | May 15, 2021 | Deep LearningOut-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Unlabeled Data Improves Adversarial Robustness | May 31, 2019 | Adversarial RobustnessRobust classification | CodeCode Available | 0 | 5 |
| Label-Noise Robust Generative Adversarial Networks | Nov 27, 2018 | Robust classification | CodeCode Available | 0 | 5 |
| GReAT: A Graph Regularized Adversarial Training Method | Oct 9, 2023 | ClassificationRobust classification | —Unverified | 0 | 0 |
| Evaluating the Robustness of the "Ensemble Everything Everywhere" Defense | Nov 22, 2024 | Adversarial AttackRobust classification | —Unverified | 0 | 0 |
