| Generalizability of Neural Networks Minimizing Empirical Risk Based on Expressive Ability | Mar 6, 2025 | AttributeGeneralization Bounds | —Unverified | 0 |
| Stability-based Generalization Analysis of Randomized Coordinate Descent for Pairwise Learning | Mar 3, 2025 | Generalization BoundsMetric Learning | —Unverified | 0 |
| Generalization Bounds for Equivariant Networks on Markov Data | Mar 1, 2025 | Generalization Bounds | —Unverified | 0 |
| Towards Auto-Regressive Next-Token Prediction: In-Context Learning Emerges from Generalization | Feb 24, 2025 | Generalization BoundsIn-Context Learning | —Unverified | 0 |
| Improved Margin Generalization Bounds for Voting Classifiers | Feb 23, 2025 | Generalization Bounds | —Unverified | 0 |
| Tight Generalization Bounds for Large-Margin Halfspaces | Feb 19, 2025 | Generalization Bounds | —Unverified | 0 |
| SeWA: Selective Weight Average via Probabilistic Masking | Feb 14, 2025 | Generalization Boundsimage-classification | —Unverified | 0 |
| Scaling Law for Stochastic Gradient Descent in Quadratically Parameterized Linear Regression | Feb 13, 2025 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Understanding the Generalization Error of Markov algorithms through Poissonization | Feb 11, 2025 | Generalization BoundsStochastic Optimization | —Unverified | 0 |
| Adversarial Transform Particle Filters | Feb 10, 2025 | Generalization BoundsState Space Models | CodeCode Available | 0 |
| Data-Driven Neural Certificate Synthesis | Feb 8, 2025 | Generalization BoundsPAC learning | —Unverified | 0 |
| Unveiling the Mechanisms of Explicit CoT Training: How CoT Enhances Reasoning Generalization | Feb 7, 2025 | Generalization BoundsSystematic Generalization | CodeCode Available | 0 |
| Algorithmic Stability of Stochastic Gradient Descent with Momentum under Heavy-Tailed Noise | Feb 2, 2025 | Generalization Bounds | —Unverified | 0 |
| From Low Intrinsic Dimensionality to Non-Vacuous Generalization Bounds in Deep Multi-Task Learning | Jan 31, 2025 | Generalization BoundsMulti-Task Learning | CodeCode Available | 0 |
| Towards the Generalization of Multi-view Learning: An Information-theoretical Analysis | Jan 28, 2025 | Generalization BoundsMultiview Learning | —Unverified | 0 |
| Towards Sharper Information-theoretic Generalization Bounds for Meta-Learning | Jan 26, 2025 | Generalization BoundsMeta-Learning | —Unverified | 0 |
| Generalization Performance of Hypergraph Neural Networks | Jan 22, 2025 | Generalization Bounds | CodeCode Available | 0 |
| Stability and Generalization of Quantum Neural Networks | Jan 22, 2025 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Explainable Neural Networks with Guarantees: A Sparse Estimation Approach | Jan 2, 2025 | Generalization Bounds | —Unverified | 0 |
| Regularized Proportional Fairness Mechanism for Resource Allocation Without Money | Jan 2, 2025 | FairnessGeneralization Bounds | —Unverified | 0 |
| Understanding Difficult-to-learn Examples in Contrastive Learning: A Theoretical Framework for Spectral Contrastive Learning | Jan 2, 2025 | Contrastive LearningGeneralization Bounds | —Unverified | 0 |
| Generalization Analysis for Deep Contrastive Representation Learning | Dec 16, 2024 | Contrastive LearningGeneralization Bounds | —Unverified | 0 |
| Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise | Dec 16, 2024 | Generalization BoundsLearning Theory | —Unverified | 0 |
| The Complexity Dynamics of Grokking | Dec 13, 2024 | Generalization BoundsMemorization | CodeCode Available | 1 |
| Deep Distributed Optimization for Large-Scale Quadratic Programming | Dec 11, 2024 | Distributed OptimizationGeneralization Bounds | —Unverified | 0 |