Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods
☆2,455Feb 21, 2026Updated last week
Alternatives and similar repositories for physicsnemo
Users that are interested in physicsnemo are comparing it to the libraries listed below
Sorting:
- Framework providing pythonic APIs, algorithms and utilities to be used with PhysicsNeMo core to physics inform model training as well as …☆309Feb 19, 2026Updated last week
- Learning in infinite dimension with neural operators.☆3,410Updated this week
- A library for scientific machine learning and physics-informed learning☆3,880Dec 12, 2025Updated 2 months ago
- Earth-2 Model Intercomparison Project (MIP) is a python framework that enables climate researchers and scientists to inter-compare AI mod…☆254Jan 28, 2026Updated last month
- Open-source deep-learning framework for exploring, building and deploying AI weather/climate workflows.☆667Updated this week
- ☆510Apr 1, 2025Updated 10 months ago
- A differentiable PDE solving framework for machine learning☆1,819Feb 17, 2026Updated last week
- PDEBench: An Extensive Benchmark for Scientific Machine Learning☆1,069Updated this week
- Geometry-Aware Fourier Neural Operator (Geo-FNO)☆305Jun 2, 2025Updated 8 months ago
- Initial public release of code, data, and model weights for FourCastNet☆655Oct 2, 2023Updated 2 years ago
- Massively parallel training of machine-learning based weather and climate models☆361Updated this week
- ☆1,081Jan 29, 2026Updated last month
- This repository containts materials for End-to-End AI for Science☆227Updated this week
- Computational Fluid Dynamics in JAX☆927Jan 14, 2026Updated last month
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆5,588Feb 11, 2026Updated 2 weeks ago
- Differentiable signal processing on the sphere for PyTorch☆644Feb 19, 2026Updated last week
- About code release of "Transolver: A Fast Transformer Solver for PDEs on General Geometries", ICML 2024 Spotlight. https://arxiv.org/abs/…☆271Updated this week
- Differentiable Fluid Dynamics Package☆524Jan 29, 2026Updated last month
- A benchmark for the next generation of data-driven global weather models.☆591Jan 16, 2026Updated last month
- Using graph network to solve PDEs☆435Jun 2, 2025Updated 8 months ago
- ☆404Nov 14, 2025Updated 3 months ago
- DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia☆292Sep 28, 2024Updated last year
- This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs☆208Nov 24, 2025Updated 3 months ago
- ☆290Sep 14, 2024Updated last year
- U-FNO - an enhanced Fourier neural operator-based deep-learning model for multiphase flow☆169Sep 6, 2024Updated last year
- PyTorch implementations of Learning Mesh-based Simulation With Graph Networks☆232Dec 19, 2025Updated 2 months ago
- Hybrid ML + physics model of the Earth's atmosphere☆949Feb 19, 2026Updated last week
- A Python framework for accelerated simulation, data generation and spatial computing.☆6,248Updated this week
- NeuralGCM's differentiable dycore☆317Feb 4, 2026Updated 3 weeks ago
- A large-scale benchmark for machine learning methods in fluid dynamics☆259Oct 25, 2025Updated 4 months ago
- ☆40Jul 10, 2024Updated last year
- Differentiable Finite Element Method with JAX☆588Feb 8, 2026Updated 2 weeks ago
- Run AI-based weather forecasting models with ECMWF data☆556Dec 17, 2025Updated 2 months ago
- Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey☆321Jun 4, 2025Updated 8 months ago
- Physics-Informed Neural networks for Advanced modeling☆711Feb 19, 2026Updated last week
- [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
- A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data☆358Jul 14, 2023Updated 2 years ago
- A place to share problems solved with SciANN☆305Nov 6, 2023Updated 2 years ago
- Learning nonlinear operators via DeepONet☆760Jun 25, 2022Updated 3 years ago