generalization error

Least Squares Regression Can Exhibit Under-Parameterized Double Descent NeurIPS 2024 Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often! ICML 2024 Meta Inverse Constrained Reinforcement Learning: Convergence Guarantee and Generalization Analysis ICLR 2024 Model Assessment and Selection under Temporal Distribution Shift ICML 2024 Model Collapse Demystified: The Case of Regression NeurIPS 2024 Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees AISTATS 2024 Neural network learns low-dimensional polynomials with SGD near the information-theoretic limit NeurIPS 2024 Neuron-Enhanced AutoEncoder Matrix Completion and Collaborative Filtering: Theory and Practice ICLR 2024 On Bias-Variance Alignment in Deep Models ICLR 2024 Online GNN Evaluation Under Test-time Graph Distribution Shifts ICLR 2024 On the Impacts of the Random Initialization in the Neural Tangent Kernel Theory NeurIPS 2024 On the Joint Interaction of Models, Data, and Features ICLR 2024 Out-Of-Domain Unlabeled Data Improves Generalization ICLR 2024 PairNet: Training with Observed Pairs to Estimate Individual Treatment Effect ICML 2024 Predictive Dynamic Fusion ICML 2024 Pretraining with Random Noise for Fast and Robust Learning without Weight Transport NeurIPS 2024 Quantifying the Gain in Weak-to-Strong Generalization NeurIPS 2024 Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization NeurIPS 2024 Revealing Distribution Discrepancy by Sampling Transfer in Unlabeled Data NeurIPS 2024 Robust Offline Active Learning on Graphs NeurIPS 2024 RoPINN: Region Optimized Physics-Informed Neural Networks NeurIPS 2024 Spectral Analysis of the Neural Tangent Kernel for Deep Residual Networks JMLR 2024 Stability and Generalization for Stochastic Recursive Momentum-based Algorithms for (Strongly-)Convex One to K-Level Stochastic Optimizations ICML 2024 Test-Time Dynamic Image Fusion NeurIPS 2024 The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images ICLR 2024