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Wei Zhou's Projects

adahessian icon adahessian

ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning

al-pinns icon al-pinns

Official code for AL-PINNS: Augmented Lagrangian relaxation method for Physics-Informed Neural Networks

apollo icon apollo

Apollo: An Adaptive Parameter-wise Diagonal Quasi-Newton Method for Nonconvex Stochastic Optimization

autograd-minimize icon autograd-minimize

A wrapper around scipy minimize which uses the autograd capacities of tensorflow to compute the gradient and hessian.

autoke icon autoke

An automatic knowledge embedding framework for scientific machine learning

b-pinns icon b-pinns

Pytorch implementation of Bayesian physics-informed neural networks

ccnn icon ccnn

Code repository of the paper "Towards a General Purpose CNN for Long Range Dependencies in N-D" https://arxiv.org/abs/2206.03398.

ckconv icon ckconv

Code repository of the paper "CKConv: Continuous Kernel Convolution For Sequential Data" published at ICLR 2022. https://arxiv.org/abs/2102.02611

cpinn icon cpinn

Competitive Physics Informed Networks

cpino icon cpino

We aim to use the Competitive Gradient Descent algorithm proposed by Schäfer et. al. with the PINO architecture proposed by Li et. al.

deepgreen icon deepgreen

Tensorflow 2 rewrite of NODE-Operator project

deepxde icon deepxde

A library for scientific machine learning and physics-informed learning

ednn icon ednn

Source code and examples for Evolutional Deep Neural Network (EDNN)

efd icon efd

Empirical Fourier decomposition: An accurate signal decomposition method for nonlinear and non-stationary time series analysis

en-deeponet icon en-deeponet

Repository for sharing code and data assocaited with X-DeepONet architecture

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