Jingtun Zhang [张劲暾]

Bio

Howdy! I am currently a Software Engineer (R & D) in Tiktok.Inc (from Feb. 2023 to Now). I obtained my master's degree from the Department of Computer Science & Engineering, Texas A&M University in 2022. And I obtained my bachelor's degree from the Department of Computer Science and Technology, University of Science and Technology of China in 2020.

My major focus on algorithms and machine learning. Specifically, I am familiar with (1) software building and algorithms, and (2) machine learning algorithms for graph data (Graph-Neural-Network).

Publications [Google Scholar]

DIG: A Turnkey Library for Diving into Graph Deep Learning Research

Meng Liu*, Youzhi Luo*, Limei Wang*, Yaochen Xie*, Hao Yuan*, Shurui Gui*, Haiyang Yu*, Zhao Xu, Jingtun Zhang, Yi Liu, Keqiang Yan, Haoran Liu, Cong Fu, Bora Oztekin, Xuan Zhang, and Shuiwang Ji

Journal of Machine Learning Research (JMLR), 2021.

Paper Code Documentation

Self-Supervised Learning of Graph Neural Networks: A Unified Review

Yaochen Xie, Zhao Xu, Jingtun Zhang, Zhengyang Wang, Shuiwang Ji

Preprint, 2021.

Paper Code

Projects

Open Catalyst Challenge (Rank #3) Link

1. Building machine learning models to simulate the relaxtion process of a molecular system.

2. Dataset preprocessing and profiling to differentiate the distribution of adsorbate and catalyst.

3. Spliting dataset by the distribution of the system to train models on different subsplits to ensemble.

Dive Into Graphs Link

1. Implementing a unified library for graph deep learning algorithms, data interface and baseline.

2. Coding for data loading, preprocessing and evaluation strategies of graph self-supervised learning part.

3. Achieved better or comparable results and computation complexity than most authors’ code.

Kayak for Mask Link

1. Course work for building a Kayak-like website for kid’s mask searching and filtering.

2. Based on Django framework and able to update information by spidering online sheets and store pages.

3. Deployed on Heroku [Link] by docker images to serve as public resource for fighting Covid-19.

Bank Database Application Link

1. Course work implemented a small full-stack bank database system as interface and management platform.

2. Building with popular framework: front end by Vuejs, back end by Flask and DBMS by Oracle.

Résumé

My résumé is available here [PDF].

• Tiktok.Inc

  
  

  Feb 2023 - Now

  Software Engineer (R & D)
  ByteGNN project's contributor.
• Texas A&M University

  
  

  Aug 2020 - Dec 2022

  Master Student (MCS)
  Advisor: Prof. Shuiwang Ji
  Computer Science & Engineering
• University of Science and Technology of China

  
  

  Aug 2016 - July 2020

  B.E. Student (Computer Science and Technology)