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zhiyuwang0911's Projects

cgcnn icon cgcnn

Crystal graph convolutional neural networks for predicting material properties.

graph_attention_implementations icon graph_attention_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

ishiftml icon ishiftml

Predicting CCSD(T)/CBS level chemical shieldings for H/C/N/O using wB97X-V/pcSseg-1 level DFT calculations

magnet.pytorch icon magnet.pytorch

A PyTorch implementation of `MagNet: a Two-Pronged Defense against Adversarial Examples`

matdeeplearn icon matdeeplearn

MatDeepLearn, package for graph neural networks in materials chemistry

megnet icon megnet

Graph Networks as a Universal Machine Learning Framework for Molecules and Crystals

modelbasedtl icon modelbasedtl

Code for the paper "Predicting thermophysical properties through model-based transfer learning using graph convolutional networks"

py_mgcn icon py_mgcn

MGCN: Semi-supervised Classification in Multi-layer Graphs with Graph Convolutional Networks

schnetpack icon schnetpack

SchNetPack - Deep Neural Networks for Atomistic Systems

tl_mof icon tl_mof

A Transfer Learning Study of Gas Adsorption in Metal-Organic Frameworks

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