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longlee220's Projects

alignn icon alignn

Atomistic Line Graph Neural Network; https://pages.nist.gov/jarvis_leaderboard/

d2l-zh icon d2l-zh

《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被60个国家的400所大学用于教学。

deepergnn icon deepergnn

Official PyTorch implementation of "Towards Deeper Graph Neural Networks" [KDD2020]

dgl icon dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

dimenet icon dimenet

A DGL implementation of "Directional Message Passing for Molecular Graphs" (ICLR 2020).

gatgnn icon gatgnn

Pytorch Repository for our work: Graph convolutional neural networks with global attention for improved materials property prediction

gnns-for-node-classification icon gnns-for-node-classification

Some GNNs are implemented using PyG for node classification tasks, including: GCN, GraphSAGE, SGC, GAT, R-GCN and HAN (Heterogeneous Graph Attention Network), which will continue to be updated in the future.

gtrick icon gtrick

Bag of Tricks for Graph Neural Networks.

matformer icon matformer

Official code for Periodic Graph Transformers for Crystal Material Property Prediction (NeurIPS 2022)

ogb icon ogb

Benchmark datasets, data loaders, and evaluators for graph machine learning

vae icon vae

Implementation of VAE and CVAE using Pytorch on MNIST dataset

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