| 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 |
