generalization error

Learning curves for continual learning in neural networks: Self-knowledge transfer and forgetting ICLR 2022 Learning Curves for Gaussian Process Regression with Power-Law Priors and Targets ICLR 2022 Learning from Label Proportions by Learning with Label Noise NeurIPS 2022 Learning sparse features can lead to overfitting in neural networks NeurIPS 2022 Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures NeurIPS 2022 Learning to Transfer with von Neumann Conditional Divergence AAAI 2022 Learning with convolution and pooling operations in kernel methods NeurIPS 2022 Low-Pass Filtering SGD for Recovering Flat Optima in the Deep Learning Optimization Landscape AISTATS 2022 Memorize to generalize: on the necessity of interpolation in high dimensional linear regression COLT 2022 Model Zoo: A Growing Brain That Learns Continually ICLR 2022 Multi-scale Feature Learning Dynamics: Insights for Double Descent ICML 2022 On Learning Fairness and Accuracy on Multiple Subgroups NeurIPS 2022 Online Decision Mediation NeurIPS 2022 On Sample Optimality in Personalized Collaborative and Federated Learning NeurIPS 2022 On the Generalization of Models Trained with SGD: Information-Theoretic Bounds and Implications ICLR 2022 On the Generalization of Representations in Reinforcement Learning AISTATS 2022 On the Implicit Bias of Gradient Descent for Temporal Extrapolation AISTATS 2022 Personalized Federated Learning via Variational Bayesian Inference ICML 2022 Precise Learning Curves and Higher-Order Scalings for Dot-product Kernel Regression NeurIPS 2022 Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning NeurIPS 2022 Regularized Modal Regression on Markov-Dependent Observations: A Theoretical Assessment AAAI 2022 Sharpness-Aware Training for Free NeurIPS 2022 Spectral Pruning for Recurrent Neural Networks AISTATS 2022 The role of optimization geometry in single neuron learning AISTATS 2022 The Three Stages of Learning Dynamics in High-dimensional Kernel Methods ICLR 2022