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deep ritz method

5 papers

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Also known as

DRM

Co-occurring keywords · papers mentioning both

physics-informed neural network (3) partial differential equation (3) barron space (2) generalization bound (2) error analysis (1) neural network (1) neural scaling law (1) hessian-induced riemannian metric (1) spectral barron space (1) over-parameterization (1)

Papers

DRM Revisited: A Complete Error Analysis JMLR 2025 Refined generalization analysis of the Deep Ritz Method and Physics-Informed Neural Networks ICML 2025 Achieving High Accuracy with PINNs via Energy Natural Gradient Descent ICML 2023 Machine Learning For Elliptic PDEs: Fast Rate Generalization Bound, Neural Scaling Law and Minimax Optimality ICLR 2022 A Priori Generalization Analysis of the Deep Ritz Method for Solving High Dimensional Elliptic Partial Differential Equations COLT 2021