jhbastek / PhysicsInformedDiffusionModels
Implementation of Physics-Informed Diffusion Models
☆73Updated 2 months ago
Alternatives and similar repositories for PhysicsInformedDiffusionModels:
Users that are interested in PhysicsInformedDiffusionModels are comparing it to the libraries listed below
- [NeurIPS2024] DiffPhyCon uses generative models to control complex physical systems☆37Updated 2 months ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆54Updated 10 months ago
- [ICLR2025] Wavelet Diffusion Neural Operator (WDNO) uses diffusion models on wavelet space for generative PDE simulation and control.☆26Updated 2 weeks ago
- A Library for Advanced Neural PDE Solvers.☆111Updated 2 weeks ago
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆84Updated 4 months ago
- Official PyTorch implementation of the Vectorized Conditional Neural Field.☆13Updated 9 months ago
- Official implementation of NeurIPS 2024 paper "DiffusionPDE: Generative PDE-Solving Under Partial Observation"☆124Updated last week
- ☆21Updated 11 months ago
- Time- and space-continuous neural PDE forecaster based on INRs and ODEs☆64Updated last year
- ICON for in-context operator learning☆51Updated 2 months ago
- ☆75Updated 8 months ago
- ☆16Updated 6 months ago
- Code for reproducing the experiments in the paper "On Conditional Diffusion Models for PDE Simulations".☆20Updated 6 months ago
- Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting☆45Updated last year
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆49Updated 10 months ago
- Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusi…☆63Updated 6 months ago
- [ICLR24] CinDM uses compositional generative models to design boundaries and initial states significantly more complex than the ones seen…☆32Updated last year
- Code for orthogonal neural operator☆15Updated last year
- About code release of "Transolver: A Fast Transformer Solver for PDEs on General Geometries", ICML 2024 Spotlight. https://arxiv.org/abs/…☆158Updated 3 weeks ago
- [ICML 2023] Non-Uniform Neural Operator (NUNO)☆25Updated last year
- Code, technical details and links to datasets and trained models for TopoDiff☆39Updated last year
- [ICLR24] A boundary-embedded neural operator that incorporates complex boundary shape and inhomogeneous boundary values☆26Updated 5 months ago
- Repo to the paper "Message Passing Neural PDE Solvers"☆132Updated 7 months ago
- ☆36Updated 2 months ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆69Updated 5 months ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆32Updated 10 months ago
- Resources for UPT tutorials☆11Updated last month
- PROSE: Predicting Multiple Operators and Symbolic Expressions☆25Updated last month
- [NeurIPS 2022] Minimizing L_inf Physics-Informed Loss for PINN with adversarial training☆39Updated 2 years ago
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆61Updated 2 weeks ago