Wow's repositories
characterizing-pinns-failure-modes
Characterizing possible failure modes in physics-informed neural networks.
Dolfinx_Porous_Media
Multi-compartment porous modeling using FEniCSx: from the theory to the implementation
EEG-ATCNet
Attention temporal convolutional network for EEG-based motor imagery classification
fenicsx-fracture
FEniCSx Fracture mechanics examples
fourier_neural_operator
Use Fourier transform to learn operators in differential equations.
graphGalerkin
Physics-informed graph neural Galerkin networks: A unified framework for solving PDE-governed forward and inverse problems
jax-am
Additive manufacturing simulation with JAX.
Kratos
Kratos Multiphysics (A.K.A Kratos) is a framework for building parallel multi-disciplinary simulation software. Modularity, extensibility and HPC are the main objectives. Kratos has BSD license and is written in C++ with extensive Python interface.
PDEBench
This is a repository for the paper "PDEBench: An Extensive Benchmark for Scientific Machine Learning".
PlotNeuralNet
Latex code for making neural networks diagrams
pytorch-CycleGAN-and-pix2pix
Image-to-Image Translation in PyTorch
pytorch-minimize
Newton and Quasi-Newton optimization with PyTorch
random-fourier-features-pytorch
Implementation of "Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains" by Tancik et al.
RegGNN
Regression Graph Neural Network (regGNN) for cognitive score prediction.
shutter_optimization
Optimization of an optical shutter using machine learning
soft_systems_course
Course on computational design, non-linear optimization, and dynamics of soft systems at UIUC.
ThermodynamicsGNN
Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).
torchquad
Numerical integration in arbitrary dimensions on the GPU using PyTorch