lzy12301 / S3GMLinks
Source code for paper "Learning spatiotemporal dynamics with a pretrained generative model" in Nature Machine Intelligence
☆49Updated 6 months ago
Alternatives and similar repositories for S3GM
Users that are interested in S3GM are comparing it to the libraries listed below
Sorting:
- Code repo for CoNFiLD: Conditional Neural Field Latent Diffusion Model Generating Spatiotemporal Turbulence☆63Updated 7 months ago
- A small research project about advanced machine learning with neural networks. The Fourier neural operator was implemented here to see if…☆35Updated 2 years ago
- ☆51Updated this week
- PyTorch implementation of the diffusion-based method for CFD data super-resolution proposed in the paper "A Physics-informed Diffusion Mo…☆209Updated 2 years ago
- ☆60Updated last month
- Physics Informed Fourier Neural Operator☆23Updated 10 months ago
- This repository contains the code for the paper: Deciphering and integrating invariants for neural operator learning with various physica…☆13Updated last year
- Physics-informed deep super-resolution of spatiotemporal data☆47Updated 2 years ago
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆70Updated 5 months ago
- Awesome AI4PDE is a curated list of resources and literature focusing on the intersection of Artificial Intelligence and Partial Differen…☆76Updated 6 months ago
- Wavelet Neural Operator for solving parametric partialdifferential equations in computational mechanics problems☆46Updated last month
- ☆65Updated 2 years ago
- ☆62Updated 6 months ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆62Updated last year
- About Code Release for "Solving High-Dimensional PDEs with Latent Spectral Models" (ICML 2023), https://arxiv.org/abs/2301.12664☆75Updated 6 months ago
- Implementation of Physics-Informed Diffusion Models (ICLR 2025)☆136Updated 7 months ago
- ☆26Updated 3 years ago
- About code release of "Transolver: A Fast Transformer Solver for PDEs on General Geometries", ICML 2024 Spotlight. https://arxiv.org/abs/…☆213Updated 2 months ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆54Updated last year
- ☆82Updated 2 years ago
- ☆160Updated 11 months ago
- Code for "Beyond Regular Grids: Fourier-Based Neural Operators on Arbitrary Domains"☆22Updated last year
- Official implementation of "PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network"☆50Updated 2 years ago
- This repository is for the master thesis project: "DiffFluids: A Diffusion-based Generative Model for Fluid Simulations"☆12Updated 2 years ago
- ☆22Updated last year
- A Library for Advanced Neural PDE Solvers.☆199Updated 3 months ago
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆99Updated 9 months ago
- U-FNO - an enhanced Fourier neural operator-based deep-learning model for multiphase flow☆149Updated last year
- [ICLR 2024] Official implementation for the paper "Continuous Field Reconstruction from Sparse Observations with Implicit Neural Networks…☆14Updated last month
- [ICLR 2025] Wavelet Diffusion Neural Operator (WDNO) uses diffusion models on wavelet space for generative PDE simulation and control.☆46Updated last month