Rose-STL-Lab / Dynamic-Adaptation-Network
☆28Updated last year
Alternatives and similar repositories for Dynamic-Adaptation-Network:
Users that are interested in Dynamic-Adaptation-Network are comparing it to the libraries listed below
- Code for Characterizing Scaling and Transfer Learning Behavior of FNO in SciML☆44Updated last year
- A tool for generating PDEs ground truth datasets from ARCSim, FEniCS and SU2☆37Updated 3 years ago
- Time- and space-continuous neural PDE forecaster based on INRs and ODEs☆64Updated last year
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆69Updated 11 months ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆32Updated 10 months ago
- ☆33Updated 11 months ago
- Official implementation of Diffusion Graph Networks (DGNs)☆40Updated last month
- ☆35Updated last year
- This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495☆37Updated last year
- ☆50Updated 2 years ago
- [ICLR23] First deep learning-based surrogate model that jointly learns the evolution model and optimizes computational cost via remeshing☆39Updated last year
- Code for Mesh Transformer describes in the EAGLE dataset☆39Updated 2 months ago
- PROSE: Predicting Multiple Operators and Symbolic Expressions☆25Updated last month
- ICON for in-context operator learning☆51Updated 2 months ago
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆63Updated 4 months ago
- Official implementation of Scalable Transformer for PDE surrogate modelling☆42Updated last year
- Multiwavelets-based operator model☆59Updated 3 years ago
- ☆11Updated 2 years ago
- Source code for paper "Learning the Solution Operator of Boundary Value Problems using Graph Neural Networks"☆20Updated 9 months ago
- ☆38Updated last year
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆61Updated 2 weeks ago
- Generalizing to New Physical Systems via Context-Informed Dynamics Model☆24Updated last year
- ☆34Updated 4 years ago
- Official PyTorch implementation of the Vectorized Conditional Neural Field.☆13Updated 9 months ago
- Code for paper Sparse identification of nonlinear dynamics with Shallow Recurrent Decoder Networks.☆22Updated last month
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆69Updated 5 months ago
- ☆21Updated 11 months ago
- MeshGraphNets (MGN)☆62Updated last year
- The public repository about our joint FINN research project☆36Updated 2 years ago
- Repo to the paper "Message Passing Neural PDE Solvers"☆132Updated 7 months ago