| Improving Generalization Bounds for VC Classes Using the Hypergeometric Tail Inversion | Oct 29, 2021 | Generalization Bounds | CodeCode Available | 0 |
| PAC-Bayesian Learning of Aggregated Binary Activated Neural Networks with Probabilities over Representations | Oct 28, 2021 | Generalization Bounds | —Unverified | 0 |
| Does the Data Induce Capacity Control in Deep Learning? | Oct 27, 2021 | Deep LearningGeneralization Bounds | CodeCode Available | 0 |
| SurvITE: Learning Heterogeneous Treatment Effects from Time-to-Event Data | Oct 26, 2021 | Domain AdaptationGeneralization Bounds | CodeCode Available | 1 |
| Optimizing Information-theoretical Generalization Bounds via Anisotropic Noise in SGLD | Oct 26, 2021 | Generalization Bounds | —Unverified | 0 |
| Quantum Boosting using Domain-Partitioning Hypotheses | Oct 25, 2021 | BenchmarkingEnsemble Learning | CodeCode Available | 0 |
| Integrated Conditional Estimation-Optimization | Oct 24, 2021 | Generalization Bounds | —Unverified | 0 |
| UniFed: A Unified Framework for Federated Learning on Non-IID Image Features | Oct 19, 2021 | Domain GeneralizationFederated Learning | —Unverified | 0 |
| Explaining generalization in deep learning: progress and fundamental limits | Oct 17, 2021 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Block Contextual MDPs for Continual Learning | Oct 13, 2021 | Continual LearningGeneralization Bounds | —Unverified | 0 |
| Learning from non-irreducible Markov chains | Oct 8, 2021 | Generalization Bounds | —Unverified | 0 |
| Information-theoretic generalization bounds for black-box learning algorithms | Oct 4, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning | Oct 3, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Information-Theoretic Generalization Bounds for Iterative Semi-Supervised Learning | Sep 29, 2021 | Generalization Bounds | —Unverified | 0 |
| Task Relatedness-Based Generalization Bounds for Meta Learning | Sep 29, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Improved Generalization Bound for Deep Neural Networks Using Geometric Functional Analysis | Sep 29, 2021 | Generalization Bounds | —Unverified | 0 |
| Two Regimes of Generalization for Non-Linear Metric Learning | Sep 29, 2021 | Generalization BoundsMetric Learning | —Unverified | 0 |
| Boosting the Confidence of Near-Tight Generalization Bounds for Uniformly Stable Randomized Algorithms | Sep 29, 2021 | Generalization BoundsOpen-Ended Question Answering | —Unverified | 0 |
| Improved Generalization Risk Bounds for Meta-Learning with PAC-Bayes-kl Analysis | Sep 29, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Huber Additive Models for Non-stationary Time Series Analysis | Sep 29, 2021 | Additive modelsCausal Discovery | —Unverified | 0 |
| Theoretical Analysis of Consistency Regularization with Limited Augmented Data | Sep 29, 2021 | Data AugmentationGeneralization Bounds | —Unverified | 0 |
| Theoretical understanding of adversarial reinforcement learning via mean-field optimal control | Sep 29, 2021 | Generalization Boundsreinforcement-learning | —Unverified | 0 |
| High Probability Generalization Bounds for Minimax Problems with Fast Rates | Sep 29, 2021 | Distributed ComputingGeneralization Bounds | —Unverified | 0 |
| Fairness-aware Federated Learning | Sep 29, 2021 | FairnessFederated Learning | —Unverified | 0 |
| Optimization and Adaptive Generalization of Three layer Neural Networks | Sep 29, 2021 | Generalization Bounds | —Unverified | 0 |