kernel regression

Neural Networks as Kernel Learners: The Silent Alignment Effect ICLR 2022 Sobolev Acceleration and Statistical Optimality for Learning Elliptic Equations via Gradient Descent NeurIPS 2022 The Correlation-assisted Missing Data Estimator JMLR 2022 The Three Stages of Learning Dynamics in High-dimensional Kernel Methods ICLR 2022 Adversarial Regression with Doubly Non-negative Weighting Matrices NeurIPS 2021 Certainty Equivalent Perception-Based Control L4DC 2021 Even your Teacher Needs Guidance: Ground-Truth Targets Dampen Regularization Imposed by Self-Distillation NeurIPS 2021 KPC: Learning-Based Model Predictive Control with Deterministic Guarantees L4DC 2021 Learning curves of generic features maps for realistic datasets with a teacher-student model NeurIPS 2021 Locality defeats the curse of dimensionality in convolutional teacher-student scenarios NeurIPS 2021 On random kernels of residual architectures UAI 2021 On the Equivalence between Neural Network and Support Vector Machine NeurIPS 2021 Out-of-Distribution Generalization in Kernel Regression NeurIPS 2021 Scaling Neural Tangent Kernels via Sketching and Random Features NeurIPS 2021 Decentralised Learning with Random Features and Distributed Gradient Descent ICML 2020 Dynamics of Deep Neural Networks and Neural Tangent Hierarchy ICML 2020 Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks ICLR 2020 Interpreting Robust Optimization via Adversarial Influence Functions ICML 2020 On the Similarity between the Laplace and Neural Tangent Kernels NeurIPS 2020 Sample complexity and effective dimension for regression on manifolds NeurIPS 2020 Sparse Shrunk Additive Models ICML 2020 Spectrum Dependent Learning Curves in Kernel Regression and Wide Neural Networks ICML 2020 The Neural Tangent Kernel in High Dimensions: Triple Descent and a Multi-Scale Theory of Generalization ICML 2020 Understanding Double Descent Requires A Fine-Grained Bias-Variance Decomposition NeurIPS 2020 Kernel Machines Beat Deep Neural Networks on Mask-Based Single-Channel Speech Enhancement Interspeech 2019