| Improving Generalization Bounds for VC Classes Using the Hypergeometric Tail Inversion | Oct 29, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks | May 24, 2019 | Generalization Bounds | CodeCode Available | 0 |
| Generalization Bound and New Algorithm for Clean-Label Backdoor Attack | Jun 2, 2024 | Backdoor AttackData Poisoning | CodeCode Available | 0 |
| A path-norm toolkit for modern networks: consequences, promises and challenges | Oct 2, 2023 | Generalization Bounds | CodeCode Available | 0 |
| Transfer Learning via Minimizing the Performance Gap Between Domains | Dec 1, 2019 | Generalization BoundsTransfer Learning | CodeCode Available | 0 |
| Transformed Low-Rank Parameterization Can Help Robust Generalization for Tensor Neural Networks | Mar 1, 2023 | Generalization Bounds | CodeCode Available | 0 |
| Regularization via Mass Transportation | Oct 27, 2017 | Generalization Bounds | CodeCode Available | 0 |
| Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates | Nov 6, 2019 | Generalization Bounds | CodeCode Available | 0 |
| Computing Nonvacuous Generalization Bounds for Deep (Stochastic) Neural Networks with Many More Parameters than Training Data | Mar 31, 2017 | Generalization Bounds | CodeCode Available | 0 |
| Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity Analysis | May 15, 2024 | Generalization Boundsregression | CodeCode Available | 0 |
| Stability and Generalization in Free Adversarial Training | Apr 13, 2024 | Generalization Bounds | CodeCode Available | 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 |
| Transformers as Algorithms: Generalization and Stability in In-context Learning | Jan 17, 2023 | Generalization BoundsIn-Context Learning | CodeCode Available | 0 |
| Sequence Length Independent Norm-Based Generalization Bounds for Transformers | Oct 19, 2023 | Generalization Bounds | CodeCode Available | 0 |
| Graph Representational Learning: When Does More Expressivity Hurt Generalization? | May 16, 2025 | Generalization Bounds | CodeCode Available | 0 |
| Uncertainty Calibration for Counterfactual Propensity Estimation in Recommendation | Mar 23, 2023 | counterfactualGeneralization Bounds | CodeCode Available | 0 |
| A PAC-Bayesian Perspective on Structured Prediction with Implicit Loss Embeddings | Dec 7, 2020 | Generalization BoundsPrediction | CodeCode Available | 0 |
| Stability and Generalization of Stochastic Gradient Methods for Minimax Problems | May 8, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Generalization bounds for graph convolutional neural networks via Rademacher complexity | Feb 20, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Diametrical Risk Minimization: Theory and Computations | Oct 24, 2019 | Generalization Bounds | CodeCode Available | 0 |
| Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation | Feb 12, 2024 | Generalization BoundsStochastic Optimization | CodeCode Available | 0 |
| Instance based Generalization in Reinforcement Learning | Nov 2, 2020 | Deep Reinforcement LearningGeneralization Bounds | CodeCode Available | 0 |
| PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network | Feb 6, 2024 | Generalization BoundsGraph Neural Network | CodeCode Available | 0 |
| Unveiling the Mechanisms of Explicit CoT Training: How CoT Enhances Reasoning Generalization | Feb 7, 2025 | Generalization BoundsSystematic Generalization | CodeCode Available | 0 |