fabianjaeger1 / DLSCLinks
This repository contains the machine learning projects completed for the class "Deep Learning in Scientific Computing" taught at ETH jointly by Siddhartha Mishra and Benjamin Moseley in Spring 2024. The description of the tasks can be found in the PDFs.
☆23Updated last year
Alternatives and similar repositories for DLSC
Users that are interested in DLSC are comparing it to the libraries listed below
Sorting:
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆99Updated 9 months ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆82Updated 4 months ago
- TorchFSM: Fourier Spectral Method with PyTorch☆49Updated last month
- ☆207Updated last year
- AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers☆29Updated 4 months ago
- Official PyTorch implementation of the Vectorized Conditional Neural Field.☆15Updated last year
- PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.☆54Updated last year
- Code for the paper "Poseidon: Efficient Foundation Models for PDEs"☆155Updated 6 months ago
- ETH Zürich Deep Learning in Scientific Computing Master's course 2023☆117Updated last year
- Code for the paper Universal Physics Transformers☆135Updated 3 months ago
- An interpretable data-driven framework for building generative reduced order models with embedded uncertainty quantification☆35Updated 7 months ago
- Example problems in Physics informed neural network in JAX☆81Updated 2 years ago
- Solving Inverse Physics Problems with Score Matching☆31Updated last year
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆80Updated 2 months ago
- This repository is the official project page of the course AI in the Sciences and Engineering, ETH Zurich.☆267Updated 5 months ago
- Graph-based operator learning in arbitrary geometries☆26Updated 6 months ago
- [ICLR 2025] Neural Operator-Assisted Computational Fluid Dynamics in PyTorch☆62Updated 3 months ago
- Bootcamp notebooks☆59Updated 2 months ago
- Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusi…☆80Updated 11 months ago
- ☆272Updated last year
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆70Updated 5 months ago
- Practicum on Supervised Learning in Function Spaces☆33Updated 3 years ago
- Official implementation of NeurIPS 2024 paper "DiffusionPDE: Generative PDE-Solving Under Partial Observation"☆148Updated 5 months ago
- ☆46Updated 7 months ago
- Applications of PINOs☆136Updated 3 years ago
- Learning Neural Differential Algebraic Equations via Operator Splitting☆20Updated 2 months ago
- This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs☆193Updated 5 months ago
- Codomain attention neural operator for single to multi-physics PDE adaptation.☆67Updated 4 months ago
- [ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method☆82Updated 4 months ago
- Swirl-Dynamics is a python repository that provides implementations of models, benchmarks and utilities for dynamical systems.☆71Updated 3 weeks ago