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nonlinear partial differential equation

2 papers

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spectral bia (1) overparameterized network (1) neural operator (1) scientific machine learning (1) newton solver (1) training dynamics (1) partial differential equation (1) physics-informed neural network (1) second-order optimization (1) neural tangent kernel (1)

Papers

Newton Informed Neural Operator for Solving Nonlinear Partial Differential Equations NeurIPS 2024 The Challenges of the Nonlinear Regime for Physics-Informed Neural Networks NeurIPS 2024