snap-stanford / le_pde
LE-PDE accelerates PDEs' forward simulation and inverse optimization via latent global evolution, achieving significant speedup with SOTA accuracy
☆24Updated last year
Alternatives and similar repositories for le_pde:
Users that are interested in le_pde are comparing it to the libraries listed below
- [ICLR23] First deep learning-based surrogate model that jointly learns the evolution model and optimizes computational cost via remeshing☆38Updated last year
- ☆14Updated 2 years ago
- [ICLR24] A boundary-embedded neural operator that incorporates complex boundary shape and inhomogeneous boundary values☆25Updated 3 months ago
- ☆49Updated 2 years ago
- ICON for in-context operator learning☆46Updated last month
- [ICLR24] CinDM uses compositional generative models to design boundaries and initial states significantly more complex than the ones seen…☆31Updated 10 months ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆44Updated 9 months ago
- Official implementation of Scalable Transformer for PDE surrogate modelling☆39Updated 11 months ago
- ☆22Updated 2 years ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆52Updated 9 months ago
- Time- and space-continuous neural PDE forecaster based on INRs and ODEs☆56Updated last year
- ☆27Updated 7 months ago
- Neural SPH☆28Updated 8 months ago
- A tool for generating PDEs ground truth datasets from ARCSim, FEniCS and SU2☆36Updated 3 years ago
- ☆71Updated 6 months ago
- Code for the ICLR 2020 paper "Learning to Control PDEs"☆32Updated 4 years ago
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆82Updated 3 months ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆30Updated 9 months ago
- Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusi…☆60Updated 4 months ago
- ☆16Updated 10 months ago
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆35Updated 2 years ago
- MeshGraphNets (MGN)☆61Updated last year
- Code for Characterizing Scaling and Transfer Learning Behavior of FNO in SciML☆42Updated last year
- Code for Mesh Transformer describes in the EAGLE dataset☆37Updated last month
- PyTorch implemention of the Position-induced Transformer for operator learning in partial differential equations☆17Updated 4 months ago
- ☆54Updated 7 months ago
- [NeurIPS 2022] Minimizing L_inf Physics-Informed Loss for PINN with adversarial training☆38Updated 2 years ago
- About Code Release for "Solving High-Dimensional PDEs with Latent Spectral Models" (ICML 2023), https://arxiv.org/abs/2301.12664☆68Updated 11 months ago
- Neural Operator-Assisted Computational Fluid Dynamics in PyTorch☆26Updated 3 months ago
- Domain Agnostic Fourier Neural Operators (DAFNO)☆14Updated 6 months ago