| The Ideal Continual Learner: An Agent That Never Forgets | Apr 29, 2023 | Continual LearningGeneralization Bounds | CodeCode Available | 4 | 5 |
| Effective Sample Size, Dimensionality, and Generalization in Covariate Shift Adaptation | Oct 2, 2020 | Dimensionality ReductionDomain Adaptation | CodeCode Available | 1 | 5 |
| How Does Information Bottleneck Help Deep Learning? | May 30, 2023 | Deep LearningGeneralization Bounds | CodeCode Available | 1 | 5 |
| Provable Guarantees for Self-Supervised Deep Learning with Spectral Contrastive Loss | Jun 8, 2021 | Contrastive LearningGeneralization Bounds | CodeCode Available | 1 | 5 |
| PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees | Feb 13, 2020 | Gaussian ProcessesGeneralization Bounds | CodeCode Available | 1 | 5 |
| Deep Learning and the Information Bottleneck Principle | Mar 9, 2015 | Deep LearningGeneralization Bounds | CodeCode Available | 1 | 5 |
| Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning | Dec 22, 2020 | Generalization BoundsLanguage Modeling | CodeCode Available | 1 | 5 |
| Non-IID Transfer Learning on Graphs | Dec 15, 2022 | Generalization BoundsGRAPH DOMAIN ADAPTATION | CodeCode Available | 1 | 5 |
| PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization | Nov 24, 2022 | Deep LearningGeneralization Bounds | CodeCode Available | 1 | 5 |
| Principles and Algorithms for Forecasting Groups of Time Series: Locality and Globality | Aug 2, 2020 | Generalization BoundsTime Series | CodeCode Available | 1 | 5 |
| The Complexity Dynamics of Grokking | Dec 13, 2024 | Generalization BoundsMemorization | CodeCode Available | 1 | 5 |
| PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees | Feb 13, 2023 | Federated LearningGeneralization Bounds | CodeCode Available | 1 | 5 |
| PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning | May 10, 2024 | DecoderGeneralization Bounds | CodeCode Available | 1 | 5 |
| On PAC-Bayesian Bounds for Random Forests | Oct 23, 2018 | Generalization Bounds | CodeCode Available | 1 | 5 |
| Non-Vacuous Generalization Bounds for Large Language Models | Dec 28, 2023 | Generalization Boundsvalid | CodeCode Available | 1 | 5 |
| In Search of Robust Measures of Generalization | Oct 22, 2020 | Generalization Bounds | CodeCode Available | 1 | 5 |
| Measuring Generalization with Optimal Transport | Jun 7, 2021 | Generalization Bounds | CodeCode Available | 1 | 5 |
| NICO++: Towards Better Benchmarking for Domain Generalization | Apr 17, 2022 | BenchmarkingDomain Generalization | CodeCode Available | 1 | 5 |
| SWAD: Domain Generalization by Seeking Flat Minima | Feb 17, 2021 | Domain GeneralizationGeneralization Bounds | CodeCode Available | 1 | 5 |
| Optimal Auctions through Deep Learning: Advances in Differentiable Economics | Jun 12, 2017 | Deep LearningGeneralization Bounds | CodeCode Available | 1 | 5 |
| PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction | Dec 31, 2019 | Generalization BoundsLearning Theory | CodeCode Available | 1 | 5 |
| Personalized Federated Learning through Local Memorization | Nov 17, 2021 | Binary ClassificationFairness | CodeCode Available | 1 | 5 |
| Energy-guided Entropic Neural Optimal Transport | Apr 12, 2023 | Generalization BoundsImage-to-Image Translation | CodeCode Available | 1 | 5 |
| UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup | Sep 19, 2022 | Generalization Bounds | CodeCode Available | 1 | 5 |
| Estimating individual treatment effect: generalization bounds and algorithms | Jun 13, 2016 | Causal InferenceGeneralization Bounds | CodeCode Available | 1 | 5 |
| SurvITE: Learning Heterogeneous Treatment Effects from Time-to-Event Data | Oct 26, 2021 | Domain AdaptationGeneralization Bounds | CodeCode Available | 1 | 5 |
| Evaluation of Complexity Measures for Deep Learning Generalization in Medical Image Analysis | Mar 4, 2021 | Deep LearningDomain Generalization | CodeCode Available | 1 | 5 |
| Fast Interpretable Greedy-Tree Sums | Jan 28, 2022 | Additive modelsDecision Making | CodeCode Available | 1 | 5 |
| Do Generated Data Always Help Contrastive Learning? | Mar 19, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation | Jan 27, 2023 | Generalization Bounds | CodeCode Available | 1 | 5 |
| Generalization Guarantees for Imitation Learning | Aug 5, 2020 | Generalization BoundsImitation Learning | CodeCode Available | 1 | 5 |
| Generalization in Graph Neural Networks: Improved PAC-Bayesian Bounds on Graph Diffusion | Feb 9, 2023 | Generalization Bounds | CodeCode Available | 1 | 5 |
| Improving Generalization by Controlling Label-Noise Information in Neural Network Weights | Feb 19, 2020 | Data AugmentationGeneralization Bounds | CodeCode Available | 1 | 5 |
| Bridging Theory and Algorithm for Domain Adaptation | Apr 11, 2019 | Domain AdaptationGeneralization Bounds | CodeCode Available | 1 | 5 |
| AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs | Apr 19, 2023 | Generalization Boundsparameter-efficient fine-tuning | CodeCode Available | 1 | 5 |
| Learning to Warm-Start Fixed-Point Optimization Algorithms | Sep 14, 2023 | Generalization Bounds | CodeCode Available | 1 | 5 |
| Minimax Classification with 0-1 Loss and Performance Guarantees | Oct 15, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Learning Robust State Abstractions for Hidden-Parameter Block MDPs | Jul 14, 2020 | Generalization BoundsMeta Reinforcement Learning | CodeCode Available | 1 | 5 |
| Debiased Contrastive Learning | Jul 1, 2020 | Contrastive LearningGeneralization Bounds | CodeCode Available | 1 | 5 |
| Relative Flatness and Generalization | Jan 3, 2020 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Generalization Bounds for Sparse Random Feature Expansions | Mar 4, 2021 | BIG-bench Machine LearningCompressive Sensing | CodeCode Available | 0 | 5 |
| Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability | Sep 27, 2022 | Generalization BoundsImage Retrieval | CodeCode Available | 0 | 5 |
| Generalization Bound and New Algorithm for Clean-Label Backdoor Attack | Jun 2, 2024 | Backdoor AttackData Poisoning | CodeCode Available | 0 | 5 |
| Escaping the Curse of Dimensionality in Similarity Learning: Efficient Frank-Wolfe Algorithm and Generalization Bounds | Jul 20, 2018 | Generalization BoundsMetric Learning | CodeCode Available | 0 | 5 |
| Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective | Jun 6, 2024 | Generalization BoundsIn-Context Learning | CodeCode Available | 0 | 5 |
| A PAC-Bayesian Framework for Optimal Control with Stability Guarantees | Mar 26, 2024 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Algorithm-Dependent Bounds for Representation Learning of Multi-Source Domain Adaptation | Apr 4, 2023 | Domain AdaptationGeneralization Bounds | CodeCode Available | 0 | 5 |
| Graph Representational Learning: When Does More Expressivity Hurt Generalization? | May 16, 2025 | Generalization Bounds | CodeCode Available | 0 | 5 |
| A PAC-Bayesian Analysis of Randomized Learning with Application to Stochastic Gradient Descent | Sep 19, 2017 | Generalization Bounds | CodeCode Available | 0 | 5 |
| An Algorithmic Framework for Fairness Elicitation | May 25, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 | 5 |
