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high-dimensional pde

5 papers

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Co-occurring keywords · papers mentioning both

partial differential equation (3) curse of dimensionality (3) numerical method (1) numerical analysis (1) graph neural network (1) finite expression method (1) high-dimensional partial differential equation (1) analytic expression (1) parabolic pde (1) solution operator (1)

Papers

Finite Expression Method for Solving High-Dimensional Partial Differential Equations JMLR 2025 SINGER: Stochastic Network Graph Evolving Operator for High Dimensional PDEs ICLR 2025 Physics-informed Neural Networks for Functional Differential Equations: Cylindrical Approximation and Its Convergence Guarantees NeurIPS 2024 Solving high-dimensional parabolic PDEs using the tensor train format ICML 2021 Numerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning NeurIPS 2020