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barron space

5 papers

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Co-occurring keywords · papers mentioning both

deep ritz method (2) two-layer neural network (2) neural network approximation (2) partial differential equation (2) generalization bound (2) epsilon-greedy exploration (1) barron norm (1) neural network (1) spectral barron space (1) over-parameterization (1)

Papers

Refined generalization analysis of the Deep Ritz Method and Physics-Informed Neural Networks ICML 2025 Learning with Norm Constrained, Over-parameterized, Two-layer Neural Networks JMLR 2024 Understanding Deep Neural Function Approximation in Reinforcement Learning via ε-Greedy Exploration NeurIPS 2022 A Priori Generalization Analysis of the Deep Ritz Method for Solving High Dimensional Elliptic Partial Differential Equations COLT 2021 On the Representation of Solutions to Elliptic PDEs in Barron Spaces NeurIPS 2021