| GAT: Generative Adversarial Training for Adversarial Example Detection and Classification | May 1, 2020 | General ClassificationRobust classification | —Unverified | 0 |
| Improved Sample Complexities for Deep Neural Networks and Robust Classification via an All-Layer Margin | May 1, 2020 | AllGeneralization Bounds | —Unverified | 0 |
| Robust Deep Learning as Optimal Control: Insights and Convergence Guarantees | May 1, 2020 | Deep LearningRobust classification | —Unverified | 0 |
| Towards Robust Classification with Image Quality Assessment | Apr 14, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Robust Classification of High-Dimensional Spectroscopy Data Using Deep Learning and Data Synthesis | Mar 26, 2020 | Binary ClassificationClassification | —Unverified | 0 |
| Advanced Deep Learning Methodologies for Skin Cancer Classification in Prodromal Stages | Mar 13, 2020 | Cancer ClassificationGeneral Classification | —Unverified | 0 |
| Double Backpropagation for Training Autoencoders against Adversarial Attack | Mar 4, 2020 | Adversarial AttackRobust classification | —Unverified | 0 |
| Denoised Smoothing: A Provable Defense for Pretrained Classifiers | Mar 4, 2020 | General Classificationimage-classification | CodeCode Available | 1 |
| Pupil Lovalization And Tracking For Video-Based Iris Biometrics | Feb 16, 2020 | Pupil DetectionRobust classification | —Unverified | 0 |
| On a scalable entropic breaching of the overfitting barrier in machine learning | Feb 8, 2020 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| An Adversarial Approach for the Robust Classification of Pneumonia from Chest Radiographs | Jan 13, 2020 | General ClassificationRobust classification | CodeCode Available | 1 |
| Optimal Statistical Guaratees for Adversarially Robust Gaussian Classification | Jan 1, 2020 | Adversarial RobustnessClassification | —Unverified | 0 |
| Robust Deep Learning Based Sentiment Classification of Code-Mixed Text | Dec 1, 2019 | ClassificationDeep Learning | —Unverified | 0 |
| Implicit Generation and Modeling with Energy Based Models | Dec 1, 2019 | General ClassificationImage Generation | CodeCode Available | 0 |
| Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation | Nov 21, 2019 | Robust classification | CodeCode Available | 0 |
| A semiparametric instrumental variable approach to optimal treatment regimes under endogeneity | Nov 21, 2019 | Robust classification | —Unverified | 0 |
| SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines | Nov 14, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Systematic Comparison of the Influence of Different Data Preprocessing Methods on the Performance of Gait Classifications Using Machine Learning | Nov 11, 2019 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Streaming Networks: Enable A Robust Classification of Noise-Corrupted Images | Oct 23, 2019 | ClassificationDenoising | —Unverified | 0 |
| Improved Sample Complexities for Deep Networks and Robust Classification via an All-Layer Margin | Oct 9, 2019 | AllGeneral Classification | CodeCode Available | 0 |
| Using Explainabilty to Detect Adversarial Attacks | Sep 25, 2019 | Robust classification | —Unverified | 0 |
| Detecting Adversarial Samples Using Influence Functions and Nearest Neighbors | Sep 15, 2019 | Robust classification | CodeCode Available | 0 |
| On the Hardness of Robust Classification | Sep 12, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Restricted Minimum Error Entropy Criterion for Robust Classification | Sep 6, 2019 | ClassificationDimensionality Reduction | —Unverified | 0 |
| Incremental and Decremental Fuzzy Bounded Twin Support Vector Machine | Jul 22, 2019 | General ClassificationRobust classification | CodeCode Available | 0 |
| Robust Classification with Sparse Representation Fusion on Diverse Data Subsets | Jun 10, 2019 | General ClassificationRobust classification | —Unverified | 0 |
| Landslide Geohazard Assessment With Convolutional Neural Networks Using Sentinel-2 Imagery Data | Jun 10, 2019 | DiversityImage Augmentation | —Unverified | 0 |
| Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness | Jun 7, 2019 | Adversarial DefenseFraud Detection | CodeCode Available | 0 |
| A Tunable Loss Function for Robust Classification: Calibration, Landscape, and Generalization | Jun 5, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Understanding the Limitations of Conditional Generative Models | Jun 4, 2019 | General ClassificationRobust classification | —Unverified | 0 |
| Unlabeled Data Improves Adversarial Robustness | May 31, 2019 | Adversarial RobustnessRobust classification | CodeCode Available | 0 |
| GAT: Generative Adversarial Training for Adversarial Example Detection and Robust Classification | May 27, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Robust Classification using Robust Feature Augmentation | May 26, 2019 | BinarizationClassification | —Unverified | 0 |
| forgeNet: A graph deep neural network model using tree-based ensemble classifiers for feature extraction | May 23, 2019 | Classificationfeature selection | —Unverified | 0 |
| From Brain Imaging to Graph Analysis: a study on ADNI's patient cohort | May 14, 2019 | feature selectionGeneral Classification | —Unverified | 0 |
| End-to-End Learning of Representations for Asynchronous Event-Based Data | Apr 17, 2019 | ClassificationObject Recognition | CodeCode Available | 0 |
| Adversarial Learning in Statistical Classification: A Comprehensive Review of Defenses Against Attacks | Apr 12, 2019 | Anomaly DetectionData Poisoning | —Unverified | 0 |
| Learning to Defense by Learning to Attack | Mar 27, 2019 | Adversarial AttackRobust classification | —Unverified | 0 |
| Implicit Generation and Generalization in Energy-Based Models | Mar 20, 2019 | General ClassificationImage Reconstruction | CodeCode Available | 0 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Computational Limitations in Robust Classification and Win-Win Results | Feb 4, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Adversarial Robustness May Be at Odds With Simplicity | Jan 2, 2019 | Adversarial RobustnessClassification | —Unverified | 0 |
| Generating Hard Examples for Pixel-wise Classification | Dec 13, 2018 | ClassificationHyperspectral Image Classification | —Unverified | 0 |
| Deep-RBF Networks Revisited: Robust Classification with Rejection | Dec 7, 2018 | Adversarial AttackClassification | —Unverified | 0 |
| Improving Landmark Recognition using Saliency detection and Feature classification | Nov 30, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Label-Noise Robust Generative Adversarial Networks | Nov 27, 2018 | Robust classification | CodeCode Available | 0 |
| Robust Classification of Financial Risk | Nov 27, 2018 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Learning Robust Representations for Automatic Target Recognition | Nov 26, 2018 | General ClassificationRobust classification | —Unverified | 0 |
| Functional Nonlinear Sparse Models | Nov 1, 2018 | Robust classificationSpectrum Cartography | —Unverified | 0 |
| On the dissection of degenerate cosmologies with machine learning | Oct 25, 2018 | BIG-bench Machine LearningGeneral Classification | —Unverified | 0 |