[ICLR 2024] Neural Spectral Methods: Self-supervised learning in the spectral domain.
☆49Jan 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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆42Jun 21, 2024Updated 2 years ago
- Spectral Neural Operator☆84Dec 20, 2023Updated 2 years ago
- ☆14Aug 22, 2024Updated 2 years ago
- Spectral Methods in Python☆61Oct 22, 2026Updated last week
- Convolutional Differential Operators for Physics-based Deep Learning Study☆26Jun 2, 2026Updated 4 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Model hub for all your DiffeqML needs. Pretrained weights, modules, and basic inference infrastructure☆27Mar 9, 2023Updated 3 years ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆109Jun 1, 2026Updated 4 months ago
- Official implementation of Scalable Transformer for PDE surrogate modelling☆57Mar 23, 2024Updated 2 years ago
- This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495☆39Jun 21, 2023Updated 3 years ago
- Pseudospectral Kolmogorov Flow Solver☆43Oct 24, 2023Updated 3 years ago
- This repository contains the code for the paper: Deciphering and integrating invariants for neural operator learning with various physica…☆13Mar 18, 2024Updated 2 years ago
- ☆23Nov 24, 2024Updated last year
- ☆15Feb 18, 2024Updated 2 years ago
- Turn jitted jax functions back into python source code☆23Dec 16, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Code for Mesh Transformer describes in the EAGLE dataset☆43Feb 21, 2025Updated last year
- About Code Release for "Solving High-Dimensional PDEs with Latent Spectral Models" (ICML 2023), https://arxiv.org/abs/2301.12664☆88Apr 10, 2025Updated last year
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆74Jun 10, 2024Updated 2 years ago
- Swirl-Dynamics is a python repository that provides implementations of models, benchmarks and utilities for dynamical systems.☆91Oct 22, 2026Updated last week
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆120Dec 13, 2024Updated last year
- Official Implement for Paper "Neural Krylov Iteration for Accelerating Linear System Solving"☆16May 6, 2025Updated last year
- Practicum on Supervised Learning in Function Spaces☆36Feb 17, 2022Updated 4 years ago
- 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…☆13Sep 23, 2021Updated 5 years ago
- "Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data" [NeurIPS 2025]☆17May 21, 2026Updated 5 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- [ICLR 2023] Factorized Fourier Neural Operators☆198Oct 13, 2023Updated 3 years ago
- Awesome Equinox - A curated list of resources of https://github.com/patrick-kidger/equinox☆16Jun 24, 2024Updated 2 years ago
- A JAX-based research framework for writing differentiable numerical simulators with arbitrary discretizations☆136May 7, 2026Updated 5 months ago
- AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers☆36May 30, 2025Updated last year
- ☆314Sep 14, 2024Updated 2 years ago
- Code for the paper Universal Physics Transformers☆177Jul 2, 2025Updated last year
- ☆19Dec 26, 2024Updated last year
- Neural Emulator Architectures in JAX.☆28Aug 25, 2026Updated 2 months ago
- Visualisation for 4D Volumes (Space + Time) written in WebGPU and Rust☆46Nov 21, 2025Updated 11 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Benchmarking of diffusion models for global field reconstruction from sparse observations☆33Mar 22, 2026Updated 7 months ago
- PDEBench: An Extensive Benchmark for Scientific Machine Learning☆1,221Mar 30, 2026Updated 6 months ago
- High performance computational platform in Python for the spectral Galerkin method☆232Oct 14, 2026Updated 2 weeks ago
- Characterizing possible failure modes in physics-informed neural networks.☆152Nov 18, 2021Updated 4 years ago
- ☆44Jul 22, 2024Updated 2 years ago
- A simple pseudo-spectral solver for the Direct Numerical Simulation (DNS) of the 3D Taylor-Green Vortex in the Julia programming language☆11Jun 6, 2022Updated 4 years ago
- Discovering Conservation Laws using Optimal Transport and Manifold Learning☆22Sep 23, 2023Updated 3 years ago