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sobolev norm

7 papers

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Co-occurring keywords

reproducing kernel hilbert space (334) interpolation space (3) learning rate (192) physics informed neural network (3) least-squares regression (10) finite sample bound (12) banach space (9) statistical optimality (7) vector-valued ridge regression (1) optimal rate (18)

Papers

Towards Optimal Sobolev Norm Rates for the Vector-Valued Regularized Least-Squares Algorithm JMLR 2024
Structure Preserving Neural Networks: A Case Study in the Entropy Closure of the Boltzmann Equation ICML 2022
Sobolev Norm Learning Rates for Conditional Mean Embeddings AISTATS 2022
Sobolev Acceleration and Statistical Optimality for Learning Elliptic Equations via Gradient Descent NIPS 2022
Sobolev Norm Learning Rates for Regularized Least-Squares Algorithms JMLR 2020
Banach Wasserstein GAN NIPS 2018
Efficient Nonparametric Smoothness Estimation NIPS 2016