Mufei Li (李牧非)'s Homepage

I’m a first-year PhD student in machine learning at Georgia Institute of Technology, advised by Prof. Pan Li. Prior to that, I was a software development engineer (SDE) at Amazon Web Services (AWS) Shanghai AI Lab. I received my bachelor’s degree in Honors Math from NYU Shanghai.

selected publications

arXiv

GraphMaker: Can Diffusion Models Generate Large Attributed Graphs?

Mufei Li, Eleonora Kreačić, Vamsi K. Potluru, and Pan Li

arXiv preprint arXiv:2310.13833, 2023

arXiv Bib Code

@article{li2023graphmaker,
  title = {GraphMaker: Can Diffusion Models Generate Large Attributed Graphs?},
  author = {Li, Mufei and Kreačić, Eleonora and Potluru, Vamsi K. and Li, Pan},
  year = {2023},
  journal = {arXiv preprint arXiv:2310.13833},
}

Mol. Inf.

Benchmarking Accuracy and Generalizability of Four Graph Neural Networks Using Large In Vitro ADME Datasets from Different Chemical Spaces

Fabio Broccatelli, Richard Trager, Michael Reutlinger, George Karypis, and Mufei Li

Molecular Informatics, 2022

Bib HTML Code

@article{https://doi.org/10.1002/minf.202100321,
  title = {Benchmarking Accuracy and Generalizability of Four Graph Neural Networks Using Large In Vitro ADME Datasets from Different Chemical Spaces},
  author = {Broccatelli, Fabio and Trager, Richard and Reutlinger, Michael and Karypis, George and Li, Mufei},
  year = {2022},
  journal = {Molecular Informatics},
  volume = {41},
  number = {8},
  pages = {2100321},
  doi = {10.1002/minf.202100321},
}

ACS Omega

DGL-LifeSci: An Open-Source Toolkit for Deep Learning on Graphs in Life Science

Mufei Li, Jinjing Zhou, Jiajing Hu, Wenxuan Fan, Yangkang Zhang, Yaxin Gu, and George Karypis

ACS Omega, 2021

Bib HTML Code

@article{dgllife,
  title = {DGL-LifeSci: An Open-Source Toolkit for Deep Learning on Graphs in Life Science},
  author = {Li, Mufei and Zhou, Jinjing and Hu, Jiajing and Fan, Wenxuan and Zhang, Yangkang and Gu, Yaxin and Karypis, George},
  year = {2021},
  journal = {ACS Omega},
  volume = {6},
  number = {41},
  pages = {27233-27238},
  doi = {10.1021/acsomega.1c04017},
  dimensions = {false},
}

arXiv

Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks

Minjie Wang, Da Zheng, Zihao Ye, Quan Gan, Mufei Li, Xiang Song, Jinjing Zhou, Chao Ma, Lingfan Yu, Yu Gai, Tianjun Xiao, Tong He, George Karypis, Jinyang Li, and Zheng Zhang

arXiv preprint arXiv:1909.01315, 2019

arXiv Bib Code

@article{wang2019dgl,
  title = {Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks},
  author = {Wang, Minjie and Zheng, Da and Ye, Zihao and Gan, Quan and Li, Mufei and Song, Xiang and Zhou, Jinjing and Ma, Chao and Yu, Lingfan and Gai, Yu and Xiao, Tianjun and He, Tong and Karypis, George and Li, Jinyang and Zhang, Zheng},
  year = {2019},
  journal = {arXiv preprint arXiv:1909.01315},
}