[ICLR 2024] Neural Spectral Methods: Self-supervised learning in the spectral domain.
☆48Jan 31, 2024Updated 2 years ago
Alternatives and similar repositories for Neural-Spectral-Methods
Users that are interested in Neural-Spectral-Methods are comparing it to the libraries listed below
Sorting:
- Spectral Neural Operator☆79Dec 20, 2023Updated 2 years ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆39Jun 21, 2024Updated last year
- This repository contains the code for the paper: Deciphering and integrating invariants for neural operator learning with various physica…☆13Mar 18, 2024Updated last year
- Official implementation of Scalable Transformer for PDE surrogate modelling☆54Mar 23, 2024Updated last year
- Convolutional Differential Operators for Physics-based Deep Learning Study☆26Jul 30, 2024Updated last year
- ☆13Aug 22, 2024Updated last year
- Pseudospectral Kolmogorov Flow Solver☆42Oct 24, 2023Updated 2 years ago
- Model hub for all your DiffeqML needs. Pretrained weights, modules, and basic inference infrastructure☆28Mar 9, 2023Updated 2 years ago
- AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers☆29May 30, 2025Updated 8 months ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆99Nov 11, 2025Updated 3 months ago
- Code for Point-Calibrated Spectral Neural Operators☆20Oct 15, 2024Updated last year
- Spectral Methods in Python☆60Feb 2, 2026Updated 3 weeks ago
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆109Dec 13, 2024Updated last year
- ☆18Dec 26, 2024Updated last year
- ☆19Nov 24, 2024Updated last year
- We propose the first Multiphysics Bench for benchmarking and investigating Scientific Machine Learning for solving multiphysics PDEs.☆35May 29, 2025Updated 8 months ago
- NeLo: Neural Laplacian Operators on Point Clouds☆24May 24, 2025Updated 9 months ago
- Discovering Conservation Laws using Optimal Transport and Manifold Learning☆22Sep 23, 2023Updated 2 years ago
- A minimal JAX library for connectivity modelling at scale☆11Jan 27, 2026Updated last month
- Code for Mesh Transformer describes in the EAGLE dataset☆42Feb 21, 2025Updated last year
- This repository is a guided tutorial on Pseudo-Spectral method that in long run can help as a basis for study material on Direct Numerica…☆12Sep 23, 2021Updated 4 years ago
- ☆290Sep 14, 2024Updated last year
- [GSI 2023] Learning Lagrangian Fluid Mechanics with E(3)-Equivariant GNNs☆15Jun 3, 2024Updated last year
- ☆11Apr 6, 2024Updated last year
- Code and data for paper named: Large language models for automatic equation discovery of nonlinear dynamics☆12Mar 6, 2025Updated 11 months ago
- Official Implement for Paper "Neural Krylov Iteration for Accelerating Linear System Solving"☆13May 6, 2025Updated 9 months ago
- A simple pseudo-spectral solver for the Direct Numerical Simulation (DNS) of the 3D Taylor-Green Vortex in the Julia programming language☆10Jun 6, 2022Updated 3 years ago
- Codomain attention neural operator for single to multi-physics PDE adaptation.☆75Jun 5, 2025Updated 8 months ago
- Benchmarking of diffusion models for global field reconstruction from sparse observations☆30Dec 4, 2024Updated last year
- PROSE: Predicting Multiple Operators and Symbolic Expressions☆32Nov 10, 2025Updated 3 months ago
- ☆54Sep 17, 2024Updated last year
- CTF workshop deep learning tutorial and hackathon☆13Feb 16, 2023Updated 3 years ago
- ☆13Feb 14, 2024Updated 2 years ago
- ☆53Jul 21, 2025Updated 7 months ago
- About Code Release for "Solving High-Dimensional PDEs with Latent Spectral Models" (ICML 2023), https://arxiv.org/abs/2301.12664☆79Apr 10, 2025Updated 10 months ago
- Characterizing possible failure modes in physics-informed neural networks.☆150Nov 18, 2021Updated 4 years ago
- Generative Learning for Forecasting the Dynamics of High Dimensional Complex Systems☆40Mar 10, 2025Updated 11 months ago
- Coupled-Automatic-Numerical differentiation scheme for physics-informed neural network (can-PINN)☆34Dec 4, 2023Updated 2 years ago
- Code and data release for FEABench: Evaluating Language Models on Multiphysics Reasoning Ability. [MATH-AI workshop, NeurIPS 2024]☆12May 7, 2025Updated 9 months ago