conftrace_

physics-informed neural network

135 papers

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Also known as

PINNS PINN

Co-occurring keywords · papers mentioning both

partial differential equation (66) neural network optimization (17) gradient descent (9) differential equation (7) inductive bia (6) loss function (6) differential operator (5) inverse problem (5) dynamical system (5) automatic differentiation (5)

Papers

Physics-Informed Implicit Representations of Equilibrium Network Flows NeurIPS 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 Automating Discovery of Physics-Informed Neural State Space Models via Learning and Evolution L4DC 2021 Characterizing possible failure modes in physics-informed neural networks NeurIPS 2021 DPM: A Novel Training Method for Physics-Informed Neural Networks in Extrapolation AAAI 2021 Learning Contact Dynamics using Physically Structured Neural Networks AISTATS 2021 SPDE-Net: Neural Network based prediction of stabilization parameter for SUPG technique ACML 2021 Soft Multicopter Control Using Neural Dynamics Identification CoRL 2020 Hamiltonian Neural Networks NeurIPS 2019