| Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects | Jan 21, 2020 | Decision MakingDomain Adaptation | —Unverified | 0 |
| Learning Overlapping Representations for the Estimation of Individualized Treatment Effects | Jan 14, 2020 | Generalization Boundsregression | —Unverified | 0 |
| Relative Flatness and Generalization | Jan 3, 2020 | Generalization Bounds | CodeCode Available | 0 |
| Risk Bounds for Low Cost Bipartite Ranking | Dec 2, 2019 | Generalization Bounds | —Unverified | 0 |
| Regularized Gradient Boosting | Dec 1, 2019 | Generalization Bounds | —Unverified | 0 |
| Transfer Learning via Minimizing the Performance Gap Between Domains | Dec 1, 2019 | Generalization BoundsTransfer Learning | CodeCode Available | 0 |
| A Primal-Dual link between GANs and Autoencoders | Dec 1, 2019 | Generalization Bounds | —Unverified | 0 |
| Simplified and Unified Analysis of Various Learning Problems by Reduction to Multiple-Instance Learning | Nov 14, 2019 | Generalization BoundsMulti-Label Learning | CodeCode Available | 0 |
| Coarse-Refinement Dilemma: On Generalization Bounds for Data Clustering | Nov 13, 2019 | BIG-bench Machine LearningClustering | —Unverified | 0 |
| Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates | Nov 6, 2019 | Generalization Bounds | CodeCode Available | 0 |