2nd Order Wave Equation PINN Solution/ TensorFlow & PyTorch

Code for An Iterative Min-Min Optimization Method for Sparse Bayesian Learning

Long-term probabilistic forecasting of quasiperiodic phenomena using Koopman theory

Code for the paper <Improving PINNs By Algebraic Inclusion of Boundary and Initial Conditions>

AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers

Neural Galerkin

Sample code for Randomized Sparse Neural Galerkin Schemes for Solving Evolution Equations with Deep Networks

A More Fair and Comprehensive Comparison between KAN and MLP

A JAX-based implementation of Kolmogorov-Arnold Networks

An automatic knowledge embedding framework for scientific machine learning

RBniCS - reduced order modelling in FEniCS (legacy)

A framework for gene expression programming (an evolutionary algorithm) in Python

Uncertainty-penalized Bayesian information criterion (UBIC) for PDE Discovery

Backpropagation in Python, C++, and Cuda

Deep Learning for Reduced Order Modelling

This repository contains an Auto-encoder ConvLSTM network (Pytorch) which can be used to predict a large number of time steps (100+). The network prediction is sequence-to-sequence which works well…

Random Projection for deep Neural Networks parameters number reduction.

Physics Informed Random Projection Neural Network for solving Stiff ODEs and DAEs

The Gauss-Newton method for solving PDE variational problem.