| On Certified Generalization in Structured Prediction | Jun 15, 2023 | Generalization BoundsGraph Generation | —Unverified | 0 |
| A Unified Model and Dimension for Interactive Estimation | Jun 9, 2023 | Generalization Boundsmodel | —Unverified | 0 |
| Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm | Jun 5, 2023 | Generalization Bounds | —Unverified | 0 |
| On Feature Diversity in Energy-based Models | Jun 2, 2023 | DiversityGeneralization Bounds | —Unverified | 0 |
| Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression | Jun 1, 2023 | Contrastive LearningData Augmentation | —Unverified | 0 |
| Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability | May 31, 2023 | Binary ClassificationClassification | —Unverified | 0 |
| Online-to-PAC Conversions: Generalization Bounds via Regret Analysis | May 31, 2023 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds for Magnitude-Based Pruning via Sparse Matrix Sketching | May 30, 2023 | Generalization Bounds | —Unverified | 0 |
| Learning Capacity: A Measure of the Effective Dimensionality of a Model | May 27, 2023 | Generalization Bounds | —Unverified | 0 |
| Federated Variational Inference: Towards Improved Personalization and Generalization | May 23, 2023 | Bayesian InferenceFederated Learning | —Unverified | 0 |
| Fast Convergence in Learning Two-Layer Neural Networks with Separable Data | May 22, 2023 | Generalization Bounds | —Unverified | 0 |
| Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent | May 20, 2023 | Generalization BoundsLearning Theory | —Unverified | 0 |
| A unified framework for information-theoretic generalization bounds | May 18, 2023 | Generalization BoundsLEMMA | —Unverified | 0 |
| Generalization Bounds for Neural Belief Propagation Decoders | May 17, 2023 | DecoderGeneralization Bounds | —Unverified | 0 |
| Double-Weighting for Covariate Shift Adaptation | May 15, 2023 | Generalization Bounds | CodeCode Available | 0 |
| Reinterpreting causal discovery as the task of predicting unobserved joint statistics | May 11, 2023 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Towards Understanding Generalization of Macro-AUC in Multi-label Learning | May 9, 2023 | Generalization BoundsMulti-Label Learning | CodeCode Available | 0 |
| Reweighted Mixup for Subpopulation Shift | Apr 9, 2023 | FairnessGeneralization Bounds | —Unverified | 0 |
| Algorithm-Dependent Bounds for Representation Learning of Multi-Source Domain Adaptation | Apr 4, 2023 | Domain AdaptationGeneralization Bounds | CodeCode Available | 0 |
| Infinite-dimensional reservoir computing | Apr 2, 2023 | Generalization Bounds | —Unverified | 0 |
| Uncertainty Calibration for Counterfactual Propensity Estimation in Recommendation | Mar 23, 2023 | counterfactualGeneralization Bounds | CodeCode Available | 0 |
| Lower Generalization Bounds for GD and SGD in Smooth Stochastic Convex Optimization | Mar 19, 2023 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Fair Off-Policy Learning from Observational Data | Mar 15, 2023 | Decision MakingFairness | —Unverified | 0 |
| Practicality of generalization guarantees for unsupervised domain adaptation with neural networks | Mar 15, 2023 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| Light Unbalanced Optimal Transport | Mar 14, 2023 | CPUGeneralization Bounds | —Unverified | 0 |