Run-Fa Zhang's repositories
CDGKS-like
2 examples to get exact analitical solution of CDGKS-like equation
characterizing-pinns-failure-modes
Characterizing possible failure modes in physics-informed neural networks.
deepxde
A library for scientific machine learning
gBreakingSoliton
Bilinear Transformation & 5 examples to get analitical solution of gBS equation
Gradient-descent-R-demo
Implementation of vanilla gradient descent, Newton’s method, damped Newton’s method, conjugate gradient descent method, momentum, Nesterov accelerated gradient, Adagrad, Adadelta/RMSprop, and Adam.
MeetUpMaterials
Julia中文社区活动的各种材料 Meetup Materials
NeuralPDE.jl
Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
pydens
PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks
SA-PINNs
Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
Sophon.jl
Neural networks and neural operators for physics-informed machine learning
symbolic_generalization
Symbolic Brittleness in Sequence Models: on Systematic Generalization in Symbolic Mathematics (AAAI 2022)