| Sharp Statistical Guarantees for Adversarially Robust Gaussian Classification | Jun 29, 2020 | Adversarial RobustnessClassification | —Unverified | 0 |
| Improving Adversarial Robustness via Unlabeled Out-of-Domain Data | Jun 15, 2020 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| Provable tradeoffs in adversarially robust classification | Jun 9, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Probably Approximately Correct Constrained Learning | Jun 9, 2020 | PAC learningRobust classification | —Unverified | 0 |
| Adversarial Feature Desensitization | Jun 8, 2020 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 |
| ADMP: An Adversarial Double Masks Based Pruning Framework For Unsupervised Cross-Domain Compression | Jun 7, 2020 | Domain AdaptationKnowledge Distillation | —Unverified | 0 |
| Calibrated Surrogate Losses for Adversarially Robust Classification | May 28, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Provable Robust Classification via Learned Smoothed Densities | May 9, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| GAT: Generative Adversarial Training for Adversarial Example Detection and Classification | May 1, 2020 | General ClassificationRobust classification | —Unverified | 0 |
| Robust Deep Learning as Optimal Control: Insights and Convergence Guarantees | May 1, 2020 | Deep LearningRobust 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 |
| 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 |
| 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 |
| 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 |
| A semiparametric instrumental variable approach to optimal treatment regimes under endogeneity | Nov 21, 2019 | Robust classification | —Unverified | 0 |
| Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation | Nov 21, 2019 | Robust classification | CodeCode Available | 0 |
| 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 |