| Algorithm-Dependent Bounds for Representation Learning of Multi-Source Domain Adaptation | Apr 4, 2023 | Domain AdaptationGeneralization Bounds | CodeCode Available | 0 | 5 |
| On the Downstream Performance of Compressed Word Embeddings | Sep 3, 2019 | Generalization BoundsQuantization | CodeCode Available | 0 | 5 |
| Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning | Oct 3, 2021 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Implicit Bias of Gradient Descent for Wide Two-layer Neural Networks Trained with the Logistic Loss | Feb 11, 2020 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Simplified and Unified Analysis of Various Learning Problems by Reduction to Multiple-Instance Learning | Nov 14, 2019 | Generalization BoundsMulti-Label Learning | CodeCode Available | 0 | 5 |
| PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network | Feb 6, 2024 | Generalization BoundsGraph Neural Network | CodeCode Available | 0 | 5 |
| Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-Smoothing | Aug 7, 2023 | Generalization BoundsGraph Classification | CodeCode Available | 0 | 5 |
| Group Invariance, Stability to Deformations, and Complexity of Deep Convolutional Representations | Jun 9, 2017 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Double-Weighting for Covariate Shift Adaptation | May 15, 2023 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant Losses | Jul 3, 2019 | Generalization Boundsregression | CodeCode Available | 0 | 5 |
| Hausdorff Dimension, Heavy Tails, and Generalization in Neural Networks | Jun 16, 2020 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Pseudo-Bayesian Learning with Kernel Fourier Transform as Prior | Oct 30, 2018 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning | Jun 6, 2022 | Federated LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| RATT: Leveraging Unlabeled Data to Guarantee Generalization | May 1, 2021 | Generalization BoundsHoldout Set | CodeCode Available | 0 | 5 |
| Robust Generalization despite Distribution Shift via Minimum Discriminating Information | Jun 8, 2021 | Generalization BoundsOff-policy evaluation | CodeCode Available | 0 | 5 |
| Robustness, Privacy, and Generalization of Adversarial Training | Dec 25, 2020 | Generalization BoundsPrivacy Preserving | CodeCode Available | 0 | 5 |
| Sample Compression Unleashed: New Generalization Bounds for Real Valued Losses | Sep 26, 2024 | Generalization Boundsvalid | CodeCode Available | 0 | 5 |
| Selective Classification via One-Sided Prediction | Oct 15, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Importance Weight Estimation and Generalization in Domain Adaptation under Label Shift | Nov 29, 2020 | Domain AdaptationGeneralization Bounds | CodeCode Available | 0 | 5 |
| Generalization Bounds with Data-dependent Fractal Dimensions | Feb 6, 2023 | Generalization BoundsLearning Theory | CodeCode Available | 0 | 5 |
| A Surprising Linear Relationship Predicts Test Performance in Deep Networks | Jul 25, 2018 | General ClassificationGeneralization Bounds | CodeCode Available | 0 | 5 |
| Sorting out Lipschitz function approximation | Nov 13, 2018 | Adversarial RobustnessGeneralization Bounds | CodeCode Available | 0 | 5 |
| Does the Data Induce Capacity Control in Deep Learning? | Oct 27, 2021 | Deep LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Generalization Bounds via Conditional f-Information | Oct 30, 2024 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Generalization Bounds for Learning with Linear, Polygonal, Quadratic and Conic Side Knowledge | May 30, 2014 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Stable Sample Compression Schemes: New Applications and an Optimal SVM Margin Bound | Nov 9, 2020 | Generalization BoundsOpen-Ended Question Answering | CodeCode Available | 0 | 5 |
| Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity Analysis | May 15, 2024 | Generalization Boundsregression | CodeCode Available | 0 | 5 |
| Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis | Sep 29, 2021 | Few-Shot LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Generalization Performance of Hypergraph Neural Networks | Jan 22, 2025 | Generalization Bounds | 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 |
| Tighter Learning Guarantees on Digital Computers via Concentration of Measure on Finite Spaces | Feb 8, 2024 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Estimating the Success of Unsupervised Image to Image Translation | Dec 21, 2017 | Generalization BoundsImage-to-Image Translation | CodeCode Available | 0 | 5 |
| Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks | May 24, 2019 | Generalization Bounds | CodeCode Available | 0 | 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 |
| Generalization Bound and New Algorithm for Clean-Label Backdoor Attack | Jun 2, 2024 | Backdoor AttackData Poisoning | CodeCode Available | 0 | 5 |
| Generalization bounds for graph convolutional neural networks via Rademacher complexity | Feb 20, 2021 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation | Feb 12, 2024 | Generalization BoundsStochastic Optimization | CodeCode Available | 0 | 5 |
| Diametrical Risk Minimization: Theory and Computations | Oct 24, 2019 | Generalization Bounds | 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 |
| 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 |
| Adversarial Transform Particle Filters | Feb 10, 2025 | Generalization BoundsState Space Models | CodeCode Available | 0 | 5 |
| Random deep neural networks are biased towards simple functions | Dec 25, 2018 | General ClassificationGeneralization Bounds | CodeCode Available | 0 | 5 |
| Generalization Through The Lens Of Leave-One-Out Error | Mar 7, 2022 | Generalization BoundsTransfer Learning | CodeCode Available | 0 | 5 |
| An adaptive nearest neighbor rule for classification | May 29, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| GraphMix: Improved Training of GNNs for Semi-Supervised Learning | Sep 25, 2019 | Generalization BoundsGraph Attention | CodeCode Available | 0 | 5 |
| Instance based Generalization in Reinforcement Learning | Nov 2, 2020 | Deep Reinforcement LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks | Jun 7, 2021 | Generalization BoundsNeural Network Compression | CodeCode Available | 0 | 5 |
| An Algorithmic Framework for Fairness Elicitation | May 25, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 | 5 |
| Non-Vacuous Generalization Bounds at the ImageNet Scale: A PAC-Bayesian Compression Approach | Apr 16, 2018 | Generalization Bounds | CodeCode Available | 0 | 5 |
