partial differential equation

Learning to Accelerate Partial Differential Equations via Latent Global Evolution NeurIPS 2022 Learning to Solve PDE-constrained Inverse Problems with Graph Networks ICML 2022 Lie Point Symmetry Data Augmentation for Neural PDE Solvers ICML 2022 M2N: Mesh Movement Networks for PDE Solvers NeurIPS 2022 Machine Learning For Elliptic PDEs: Fast Rate Generalization Bound, Neural Scaling Law and Minimax Optimality ICLR 2022 MAgNet: Mesh Agnostic Neural PDE Solver NeurIPS 2022 Message Passing Neural PDE Solvers ICLR 2022 Meta-Auto-Decoder for Solving Parametric Partial Differential Equations NeurIPS 2022 Neural Stochastic PDEs: Resolution-Invariant Learning of Continuous Spatiotemporal Dynamics NeurIPS 2022 NOMAD: Nonlinear Manifold Decoders for Operator Learning NeurIPS 2022 Non-Linear Operator Approximations for Initial Value Problems ICLR 2022 Overparameterization of Deep ResNet: Zero Loss and Mean-field Analysis JMLR 2022 PDE-Based Optimal Strategy for Unconstrained Online Learning ICML 2022 PDEBench: An Extensive Benchmark for Scientific Machine Learning NeurIPS 2022 Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions NeurIPS 2022 Physics guided neural networks for spatio-temporal super-resolution of turbulent flows UAI 2022 Probabilistic Numerical Method of Lines for Time-Dependent Partial Differential Equations AISTATS 2022 Robust SDE-Based Variational Formulations for Solving Linear PDEs via Deep Learning ICML 2022 Sobolev Acceleration and Statistical Optimality for Learning Elliptic Equations via Gradient Descent NeurIPS 2022 Spline-PINN: Approaching PDEs without Data Using Fast, Physics-Informed Hermite-Spline CNNs AAAI 2022 Surprising Instabilities in Training Deep Networks and a Theoretical Analysis NeurIPS 2022 Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential Equation in a Loop ICLR 2022 A Priori Generalization Analysis of the Deep Ritz Method for Solving High Dimensional Elliptic Partial Differential Equations COLT 2021 Characterizing possible failure modes in physics-informed neural networks NeurIPS 2021 Choose a Transformer: Fourier or Galerkin NeurIPS 2021