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Starred repositories
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
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
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.