| Information-Theoretic Generalization Bounds for Meta-Learning and Applications | May 9, 2020 | Generalization BoundsInductive Bias | —Unverified | 0 |
| Understanding Generalization in Recurrent Neural Networks | May 1, 2020 | Generalization BoundsLEMMA | —Unverified | 0 |
| Improved Sample Complexities for Deep Neural Networks and Robust Classification via an All-Layer Margin | May 1, 2020 | AllGeneralization Bounds | —Unverified | 0 |
| Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms | Apr 27, 2020 | Generalization Bounds | —Unverified | 0 |
| Detached Error Feedback for Distributed SGD with Random Sparsification | Apr 11, 2020 | Generalization BoundsImage Classification | —Unverified | 0 |
| Deep Networks as Logical Circuits: Generalization and Interpretation | Mar 25, 2020 | Generalization Bounds | —Unverified | 0 |
| Neural Networks and Polynomial Regression. Demystifying the Overparametrization Phenomena | Mar 23, 2020 | Generalization Boundsregression | —Unverified | 0 |
| On the generalization of bayesian deep nets for multi-class classification | Feb 23, 2020 | General ClassificationGeneralization Bounds | —Unverified | 0 |
| De-randomized PAC-Bayes Margin Bounds: Applications to Non-convex and Non-smooth Predictors | Feb 23, 2020 | Generalization Bounds | —Unverified | 0 |
| Improving Generalization by Controlling Label-Noise Information in Neural Network Weights | Feb 19, 2020 | Data AugmentationGeneralization Bounds | CodeCode Available | 1 |
| Learning Fair Scoring Functions: Bipartite Ranking under ROC-based Fairness Constraints | Feb 19, 2020 | FairnessGeneralization Bounds | —Unverified | 0 |
| On generalization in moment-based domain adaptation | Feb 19, 2020 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| Generalization and Representational Limits of Graph Neural Networks | Feb 14, 2020 | Generalization Bounds | —Unverified | 0 |
| PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees | Feb 13, 2020 | Gaussian ProcessesGeneralization Bounds | CodeCode Available | 1 |
| Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization | Feb 13, 2020 | Bayesian InferenceGeneralization Bounds | —Unverified | 0 |
| Implicit Bias of Gradient Descent for Wide Two-layer Neural Networks Trained with the Logistic Loss | Feb 11, 2020 | Generalization Bounds | CodeCode Available | 0 |
| Nested Barycentric Coordinate System as an Explicit Feature Map | Feb 5, 2020 | Generalization Bounds | —Unverified | 0 |
| Apportioned Margin Approach for Cost Sensitive Large Margin Classifiers | Feb 4, 2020 | Generalization Bounds | —Unverified | 0 |
| Linear predictor on linearly-generated data with missing values: non consistency and solutions | Feb 3, 2020 | Generalization BoundsMissing Values | CodeCode Available | 0 |
| 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 |
| PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction | Dec 31, 2019 | Generalization BoundsLearning Theory | CodeCode Available | 1 |
| Risk Bounds for Low Cost Bipartite Ranking | Dec 2, 2019 | Generalization Bounds | —Unverified | 0 |
| Transfer Learning via Minimizing the Performance Gap Between Domains | Dec 1, 2019 | Generalization BoundsTransfer Learning | CodeCode Available | 0 |
