| Hedging Complexity in Generalization via a Parametric Distributionally Robust Optimization Framework | Dec 3, 2022 | Generalization BoundsManagement | —Unverified | 0 |
| Two Facets of SDE Under an Information-Theoretic Lens: Generalization of SGD via Training Trajectories and via Terminal States | Nov 19, 2022 | Generalization Bounds | —Unverified | 0 |
| A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction | Nov 12, 2022 | Generalization BoundsImputation | —Unverified | 0 |
| Instance-Dependent Generalization Bounds via Optimal Transport | Nov 2, 2022 | Generalization BoundsInductive Bias | —Unverified | 0 |
| A PAC-Bayesian Generalization Bound for Equivariant Networks | Oct 24, 2022 | Generalization BoundsInductive Bias | —Unverified | 0 |
| Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport | Oct 24, 2022 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| PAC-Bayesian Offline Contextual Bandits With Guarantees | Oct 24, 2022 | Generalization BoundsMulti-Armed Bandits | —Unverified | 0 |
| Task-Free Continual Learning via Online Discrepancy Distance Learning | Oct 12, 2022 | Continual LearningGeneralization Bounds | —Unverified | 0 |
| Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness | Oct 12, 2022 | Generalization BoundsLearning Theory | —Unverified | 0 |
| On the Importance of Gradient Norm in PAC-Bayesian Bounds | Oct 12, 2022 | Generalization Bounds | —Unverified | 0 |
