| Quantum Boosting using Domain-Partitioning Hypotheses | Oct 25, 2021 | BenchmarkingEnsemble Learning | CodeCode Available | 0 |
| Integrated Conditional Estimation-Optimization | Oct 24, 2021 | Generalization Bounds | —Unverified | 0 |
| UniFed: A Unified Framework for Federated Learning on Non-IID Image Features | Oct 19, 2021 | Domain GeneralizationFederated Learning | —Unverified | 0 |
| Explaining generalization in deep learning: progress and fundamental limits | Oct 17, 2021 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Block Contextual MDPs for Continual Learning | Oct 13, 2021 | Continual LearningGeneralization Bounds | —Unverified | 0 |
| Learning from non-irreducible Markov chains | Oct 8, 2021 | Generalization Bounds | —Unverified | 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 |
| Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis | Sep 29, 2021 | Few-Shot LearningGeneralization Bounds | CodeCode Available | 0 |
| Boosting the Confidence of Near-Tight Generalization Bounds for Uniformly Stable Randomized Algorithms | Sep 29, 2021 | Generalization BoundsOpen-Ended Question Answering | —Unverified | 0 |
| Task Relatedness-Based Generalization Bounds for Meta Learning | Sep 29, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| High Probability Generalization Bounds for Minimax Problems with Fast Rates | Sep 29, 2021 | Distributed ComputingGeneralization Bounds | —Unverified | 0 |
| Fairness-aware Federated Learning | Sep 29, 2021 | FairnessFederated Learning | —Unverified | 0 |
| Improved Generalization Risk Bounds for Meta-Learning with PAC-Bayes-kl Analysis | Sep 29, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Optimization and Adaptive Generalization of Three layer Neural Networks | Sep 29, 2021 | Generalization Bounds | —Unverified | 0 |
| Huber Additive Models for Non-stationary Time Series Analysis | Sep 29, 2021 | Additive modelsCausal Discovery | —Unverified | 0 |
| Theoretical Analysis of Consistency Regularization with Limited Augmented Data | Sep 29, 2021 | Data AugmentationGeneralization Bounds | —Unverified | 0 |
| Information-Theoretic Generalization Bounds for Iterative Semi-Supervised Learning | Sep 29, 2021 | Generalization Bounds | —Unverified | 0 |
| Two Regimes of Generalization for Non-Linear Metric Learning | Sep 29, 2021 | Generalization BoundsMetric Learning | —Unverified | 0 |
| Improved Generalization Bound for Deep Neural Networks Using Geometric Functional Analysis | Sep 29, 2021 | Generalization Bounds | —Unverified | 0 |
| Theoretical understanding of adversarial reinforcement learning via mean-field optimal control | Sep 29, 2021 | Generalization Boundsreinforcement-learning | —Unverified | 0 |
| Robust Generalization of Quadratic Neural Networks via Function Identification | Sep 22, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Uniform Generalization Bounds for Overparameterized Neural Networks | Sep 13, 2021 | Generalization Bounds | —Unverified | 0 |
| The Impact of Reinitialization on Generalization in Convolutional Neural Networks | Sep 1, 2021 | Generalization Boundsimage-classification | —Unverified | 0 |
| Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank | Aug 24, 2021 | Generalization BoundsNode Classification | —Unverified | 0 |
| Risk Bounds and Calibration for a Smart Predict-then-Optimize Method | Aug 19, 2021 | Decision MakingGeneralization Bounds | —Unverified | 0 |
| Stability and Generalization for Randomized Coordinate Descent | Aug 17, 2021 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds using Lower Tail Exponents in Stochastic Optimizers | Aug 2, 2021 | Generalization BoundsStochastic Optimization | —Unverified | 0 |
| Generalization bounds for nonparametric regression with β-mixing samples | Aug 2, 2021 | Generalization Boundsregression | —Unverified | 0 |
| Statistically Meaningful Approximation: a Case Study on Approximating Turing Machines with Transformers | Jul 28, 2021 | Generalization Bounds | —Unverified | 0 |
| Multiaccurate Proxies for Downstream Fairness | Jul 9, 2021 | FairnessGeneralization Bounds | —Unverified | 0 |
| Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks | Jul 6, 2021 | BIG-bench Machine LearningDomain Generalization | CodeCode Available | 0 |
| Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization Bound | Jun 23, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization | Jun 21, 2021 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds, and Benign Overfitting | Jun 17, 2021 | Generalization Boundsregression | —Unverified | 0 |
| PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes | Jun 17, 2021 | Generalization Bounds | —Unverified | 0 |
| Compression Implies Generalization | Jun 15, 2021 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| Towards Understanding Generalization via Decomposing Excess Risk Dynamics | Jun 11, 2021 | Generalization Bounds | —Unverified | 0 |
| Neural Optimization Kernel: Towards Robust Deep Learning | Jun 11, 2021 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Learning the optimal Tikhonov regularizer for inverse problems | Jun 11, 2021 | DeblurringDenoising | CodeCode Available | 0 |
| Learning distinct features helps, provably | Jun 10, 2021 | DiversityGeneralization Bounds | —Unverified | 0 |
| Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms | Jun 9, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Robust Generalization despite Distribution Shift via Minimum Discriminating Information | Jun 8, 2021 | Generalization BoundsOff-policy evaluation | CodeCode Available | 0 |
| Encoding-dependent generalization bounds for parametrized quantum circuits | Jun 7, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks | Jun 7, 2021 | Generalization BoundsNeural Network Compression | CodeCode Available | 0 |
| Fine-grained Generalization Analysis of Structured Output Prediction | May 31, 2021 | Generalization BoundsPrediction | —Unverified | 0 |
| Towards optimally abstaining from prediction with OOD test examples | May 28, 2021 | Binary ClassificationGeneralization Bounds | —Unverified | 0 |
| Compressing Heavy-Tailed Weight Matrices for Non-Vacuous Generalization Bounds | May 23, 2021 | EconometricsGeneralization Bounds | —Unverified | 0 |
| Optimizing Information-theoretical Generalization Bound via Anisotropic Noise of SGLD | May 21, 2021 | Generalization Bounds | —Unverified | 0 |
| Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds and Benign Overfitting | May 21, 2021 | Generalization Boundsregression | —Unverified | 0 |