| 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 |