CTF-for-Science / ctf4scienceLinks
Welcome to the CTF for Science Framework, a modular and extensible platform designed for benchmarking modeling methods on dynamic systems. This framework supports the evaluation and comparison of models for systems like ordinary differential equations and partial differential equations using standardized datasets and metrics.
☆31Updated this week
Alternatives and similar repositories for ctf4science
Users that are interested in ctf4science are comparing it to the libraries listed below
Sorting:
- This repository is the official project page of the course AI in the Sciences and Engineering, ETH Zurich.☆297Updated 6 months ago
- ☆14Updated last year
- Supporting codes for the numerical implementations in the paper "Operator inference for non-intrusive model reduction with quadratic mani…☆11Updated 3 years ago
- This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs☆195Updated 6 months ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆88Updated last week
- Implementation of Fourier Neural Operator using PyTorch☆23Updated 2 weeks ago
- ETH Zürich Deep Learning in Scientific Computing Master's course 2023☆120Updated last year
- ☆276Updated last year
- ☆374Updated last week
- Code for the paper "Poseidon: Efficient Foundation Models for PDEs"☆159Updated 7 months ago
- ☆180Updated last year
- Using graph network to solve PDEs☆419Updated 5 months ago
- Repo to the paper "Message Passing Neural PDE Solvers"☆139Updated last year
- ☆215Updated last year
- Characterizing possible failure modes in physics-informed neural networks.☆145Updated 4 years ago
- ☆229Updated 4 years ago
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆86Updated 3 months ago
- Transformers for modeling physical systems☆145Updated 2 years ago
- ☆50Updated 2 years ago
- ☆103Updated 4 years ago
- ☆197Updated 7 months ago
- An extension of Fourier Neural Operator to finite-dimensional input and/or output spaces.☆20Updated last month
- This repository contains a number of Jupyter Notebooks illustrating different approaches to solve partial differential equations by means…☆179Updated 4 years ago
- ☆28Updated last year
- This is the repository for the code used in the ICML23 paper called "Achieving High Accuracy with PINNs via Energy Natural Gradient Desce…☆24Updated last year
- ☆12Updated 3 years ago
- Spectral Neural Operator☆78Updated last year
- Example problems in Physics informed neural network in JAX☆82Updated 2 years ago
- ☆54Updated 3 years ago
- ☆370Updated 2 years ago