| Higher-Order Generalization Bounds: Learning Deep Probabilistic Programs via PAC-Bayes Objectives | Mar 30, 2022 | Generalization BoundsMeta-Learning | —Unverified | 0 |
| Generalization bounds for learning under graph-dependence: A survey | Mar 25, 2022 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Generalization Through The Lens Of Leave-One-Out Error | Mar 7, 2022 | Generalization BoundsTransfer Learning | CodeCode Available | 0 |
| Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms | Mar 4, 2022 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond | Feb 27, 2022 | Generalization Bounds | —Unverified | 0 |
| Towards Unsupervised Domain Adaptation via Domain-Transformer | Feb 24, 2022 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| Sample Efficiency of Data Augmentation Consistency Regularization | Feb 24, 2022 | Data AugmentationGeneralization Bounds | —Unverified | 0 |
| From Optimization Dynamics to Generalization Bounds via Łojasiewicz Gradient Inequality | Feb 22, 2022 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| Convex Surrogate Loss Functions for Contextual Pricing with Transaction Data | Feb 16, 2022 | Generalization Bounds | —Unverified | 0 |
| Black-Box Generalization: Stability of Zeroth-Order Learning | Feb 14, 2022 | Generalization Bounds | —Unverified | 0 |