| Dissecting Non-Vacuous Generalization Bounds based on the Mean-Field Approximation | Sep 6, 2019 | Generalization BoundsVariational Inference | —Unverified | 0 |
| Efron-Stein PAC-Bayesian Inequalities | Sep 4, 2019 | Generalization BoundsOff-policy evaluation | —Unverified | 0 |
| On the Downstream Performance of Compressed Word Embeddings | Sep 3, 2019 | Generalization BoundsQuantization | CodeCode Available | 0 |
| Fast-rate PAC-Bayes Generalization Bounds via Shifted Rademacher Processes | Aug 20, 2019 | Generalization Bounds | —Unverified | 0 |
| How much data is sufficient to learn high-performing algorithms? Generalization guarantees for data-driven algorithm design | Aug 8, 2019 | ClusteringGeneralization Bounds | —Unverified | 0 |
| Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant Losses | Jul 3, 2019 | Generalization Boundsregression | CodeCode Available | 0 |
| Learning from weakly dependent data under Dobrushin's condition | Jun 21, 2019 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Robust Regression for Safe Exploration in Control | Jun 13, 2019 | Generalization Boundsregression | —Unverified | 0 |
| Decoupling Gating from Linearity | Jun 12, 2019 | Generalization BoundsMemorization | —Unverified | 0 |
| Stable Rank Normalization for Improved Generalization in Neural Networks and GANs | Jun 11, 2019 | Generalization BoundsImage Generation | —Unverified | 0 |
| Maximum Weighted Loss Discrepancy | Jun 8, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 |
| Deterministic PAC-Bayesian generalization bounds for deep networks via generalizing noise-resilience | May 30, 2019 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds of Stochastic Gradient Descent for Wide and Deep Neural Networks | May 30, 2019 | Generalization Bounds | —Unverified | 0 |
| Generalization bounds for deep convolutional neural networks | May 29, 2019 | Generalization Bounds | —Unverified | 0 |
| An adaptive nearest neighbor rule for classification | May 29, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Generalization Bounds in the Predict-then-Optimize Framework | May 27, 2019 | Generalization Bounds | —Unverified | 0 |
| An Algorithmic Framework for Fairness Elicitation | May 25, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 |
| Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks | May 24, 2019 | Generalization Bounds | CodeCode Available | 0 |
| Gradient Descent can Learn Less Over-parameterized Two-layer Neural Networks on Classification Problems | May 23, 2019 | General ClassificationGeneralization Bounds | —Unverified | 0 |
| The role of invariance in spectral complexity-based generalization bounds | May 23, 2019 | Generalization Bounds | —Unverified | 0 |
| Stability and Generalization of Graph Convolutional Neural Networks | May 3, 2019 | Generalization BoundsGraph Learning | —Unverified | 0 |
| On Tighter Generalization Bounds for Deep Neural Networks: CNNs, ResNets, and Beyond | May 1, 2019 | Generalization Bounds | —Unverified | 0 |
| ON BREIMAN’S DILEMMA IN NEURAL NETWORKS: SUCCESS AND FAILURE OF NORMALIZED MARGINS | May 1, 2019 | Generalization Bounds | —Unverified | 0 |
| Deep multi-Wasserstein unsupervised domain adaptation | Apr 30, 2019 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| Stability and Optimization Error of Stochastic Gradient Descent for Pairwise Learning | Apr 25, 2019 | Generalization BoundsMetric Learning | —Unverified | 0 |
