| Towards Data-Algorithm Dependent Generalization: a Case Study on Overparameterized Linear Regression | Feb 12, 2022 | Generalization Boundsregression | —Unverified | 0 |
| Generalization Bounds via Convex Analysis | Feb 10, 2022 | Generalization Bounds | —Unverified | 0 |
| Improved Information Theoretic Generalization Bounds for Distributed and Federated Learning | Feb 4, 2022 | Federated LearningGeneralization Bounds | —Unverified | 0 |
| Generalization in Cooperative Multi-Agent Systems | Jan 31, 2022 | Generalization BoundsMulti-agent Reinforcement Learning | —Unverified | 0 |
| Fast Interpretable Greedy-Tree Sums | Jan 28, 2022 | Additive modelsDecision Making | CodeCode Available | 1 |
| With Greater Distance Comes Worse Performance: On the Perspective of Layer Utilization and Model Generalization | Jan 28, 2022 | Generalization Bounds | —Unverified | 0 |
| Generalization in Supervised Learning Through Riemannian Contraction | Jan 17, 2022 | Generalization Boundsregression | —Unverified | 0 |
| On generalization bounds for deep networks based on loss surface implicit regularization | Jan 12, 2022 | Generalization BoundsLearning Theory | CodeCode Available | 0 |
| Stability Based Generalization Bounds for Exponential Family Langevin Dynamics | Jan 9, 2022 | Generalization Bounds | —Unverified | 0 |
| BARACK: Partially Supervised Group Robustness With Guarantees | Dec 31, 2021 | FairnessGeneralization Bounds | —Unverified | 0 |
| Efficient and Reliable Overlay Networks for Decentralized Federated Learning | Dec 12, 2021 | Federated LearningGeneralization Bounds | —Unverified | 0 |
| Generalization Error Bounds for Iterative Recovery Algorithms Unfolded as Neural Networks | Dec 8, 2021 | Dictionary LearningGeneralization Bounds | —Unverified | 0 |
| Towards Sharper Generalization Bounds for Structured Prediction | Dec 1, 2021 | Generalization BoundsPrediction | —Unverified | 0 |
| Generalization Guarantee of SGD for Pairwise Learning | Dec 1, 2021 | Generalization BoundsMetric Learning | —Unverified | 0 |
| Generalization Bounds for (Wasserstein) Robust Optimization | Dec 1, 2021 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds for Graph Embedding Using Negative Sampling: Linear vs Hyperbolic | Dec 1, 2021 | Generalization BoundsGraph Embedding | —Unverified | 0 |
| Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning | Dec 1, 2021 | Generalization BoundsMetric Learning | —Unverified | 0 |
| On Predicting Generalization using GANs | Nov 28, 2021 | Generalization BoundsGenerative Adversarial Network | —Unverified | 0 |
| Time-independent Generalization Bounds for SGLD in Non-convex Settings | Nov 25, 2021 | Generalization Bounds | —Unverified | 0 |
| Simple Stochastic and Online Gradient DescentAlgorithms for Pairwise Learning | Nov 23, 2021 | Generalization BoundsMetric Learning | CodeCode Available | 0 |
| Personalized Federated Learning through Local Memorization | Nov 17, 2021 | Binary ClassificationFairness | CodeCode Available | 1 |
| Learning Provably Robust Motion Planners Using Funnel Libraries | Nov 16, 2021 | Generalization Bounds | —Unverified | 0 |
| Understanding the Generalization Benefit of Model Invariance from a Data Perspective | Nov 10, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Towards a Unified Information-Theoretic Framework for Generalization | Nov 9, 2021 | Generalization Bounds | —Unverified | 0 |
| Learning on Random Balls is Sufficient for Estimating (Some) Graph Parameters | Nov 5, 2021 | ClassificationGeneralization Bounds | —Unverified | 0 |
