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partial differential equation

222 papers

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Also known as

PDE

Co-occurring keywords

physics-informed neural network (97) neural network (6616) neural operator (74) operator learning (48) neural network optimization (1293) scientific machine learning (23) graph neural network (3962) inverse problem (240) physics-informed learning (66) fourier neural operator (22)

Papers

Multiwavelet-based Operator Learning for Differential Equations NIPS 2021
Parametric Complexity Bounds for Approximating PDEs with Neural Networks NIPS 2021
Multipole Graph Neural Operator for Parametric Partial Differential Equations NIPS 2020
PDO-eConvs: Partial Differential Operator Based Equivariant Convolutions ICML 2020
Robust Low-Rank Discovery of Data-Driven Partial Differential Equations AAAI 2020
Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers NIPS 2020
VarNet: Variational Neural Networks for the Solution of Partial Differential Equations L4DC 2020
Implicit Neural Representations with Periodic Activation Functions NIPS 2020
Disentangling Physical Dynamics From Unknown Factors for Unsupervised Video Prediction CVPR 2020
Learning Composable Energy Surrogates for PDE Order Reduction NIPS 2020
Learning Similarity Metrics for Numerical Simulations ICML 2020
Graph Element Networks: adaptive, structured computation and memory ICML 2019
Neuron birth-death dynamics accelerates gradient descent and converges asymptotically ICML 2019
PDE Acceleration for Active Contours CVPR 2019
Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations JMLR 2018
Reinforcement Learning with Function-Valued Action Spaces for Partial Differential Equation Control ICML 2018
PDE-Net: Learning PDEs from Data ICML 2018
Variational PDEs for Acceleration on Manifolds and Application to Diffeomorphisms NIPS 2018
Learned Shape-Tailored Descriptors for Segmentation CVPR 2018
HybridNet: Integrating Model-based and Data-driven Learning to Predict Evolution of Dynamical Systems CORL 2018
Adaptive Partial Differential Equation Learning for Visual Saliency Detection CVPR 2014
Reconstructing Gas Flows Using Light-Path Approximation CVPR 2013