PI-VAE: Physics-Informed Variational Auto-Encoder for stochastic differential equations

21 March 2022

Papers citing "PI-VAE: Physics-Informed Variational Auto-Encoder for stochastic differential equations"

11 / 11 papers shown

Title
Four Principles for Physically Interpretable World Models Jordan Peper Zhenjiang Mao Yuang Geng Siyuan Pan Ivan Ruchkin 110 1 0 04 Mar 2025
A Primer on Variational Inference for Physics-Informed Deep Generative Modelling Alex Glyn-Davies A. Vadeboncoeur O. Deniz Akyildiz Ieva Kazlauskaite Mark Girolami PINN 67 0 0 10 Sep 2024
HyperSINDy: Deep Generative Modeling of Nonlinear Stochastic Governing Equations Mozes Jacobs Bingni W. Brunton Steven L. Brunton J. Nathan Kutz Ryan V. Raut 11 8 0 07 Oct 2023
Physics informed Neural Networks applied to the description of wave-particle resonance in kinetic simulations of fusion plasmas J. Kumar D. Zarzoso V. Grandgirard Jana Ebert Stefan Kesselheim PINN 14 0 0 23 Aug 2023
InVAErt networks: a data-driven framework for model synthesis and identifiability analysis Guoxiang Grayson Tong Carlos A. Sing Long Daniele E. Schiavazzi 25 7 0 24 Jul 2023
PI-VEGAN: Physics Informed Variational Embedding Generative Adversarial Networks for Stochastic Differential Equations R. Gao Yufeng Wang Min Yang Chuanjun Chen GAN 34 2 0 21 Jul 2023
PartitionVAE -- a human-interpretable VAE Fareed Sheriff S. Pai DRL 14 0 0 04 Feb 2023
Random Grid Neural Processes for Parametric Partial Differential Equations A. Vadeboncoeur Ieva Kazlauskaite Y. Papandreou F. Cirak Mark Girolami Ömer Deniz Akyildiz AI4CE 20 11 0 26 Jan 2023
L-HYDRA: Multi-Head Physics-Informed Neural Networks Zongren Zou George Karniadakis AI4CE 18 26 0 05 Jan 2023
Fully probabilistic deep models for forward and inverse problems in parametric PDEs A. Vadeboncoeur Ömer Deniz Akyildiz Ieva Kazlauskaite Mark Girolami F. Cirak AI4CE 23 17 0 09 Aug 2022
Disentangled Generative Models for Robust Prediction of System Dynamics Stathi Fotiadis Mario Lino Valencia Shunlong Hu Stef Garasto C. Cantwell Anil Anthony Bharath DRL OOD CML 8 9 0 26 Aug 2021