Tengfei Ma (马腾飞)

Tengfei Ma (马腾飞)

Assistant Professor, Department of Biomedical Informatics, Stony Brook University

Resources

Open research & learning

Code, datasets & resources

Code · ICLR 2018 FastGCN ↗ Fast learning with graph convolutional networks via importance sampling. Paper: arXiv 1801.10247 Dataset · Graph learning IPC graph dataset ↗ 2,439 labeled graphs with predefined splits, first used to study graph neural networks for AI planning (AAAI 2020; ICML 2019 workshop). Dataset · KDD 2023 Illinois Graph Benchmark ↗ A large-scale benchmark, with UIUC, for evaluating graph neural networks — over 162× more labeled data than previous public large graph datasets. Code · IJCAI 2018 Multi-view graph auto-encoders ↗ Attentive integration of drug similarity from multiple feature types. Dataset · AAAI 2020 AML transaction graphs ↗ Dynamic transaction graph data used in EvolveGCN. Tool · TVCG 2022 GNNLens ↗ Visual analytics for diagnosing GNN prediction errors, integrated into DGL.

Book

图神经网络：基础与前沿

Graph Neural Networks: Fundamentals and Frontiers
Tengfei Ma · Publishing House of Electronics Industry · 2021 · In Chinese
View on JD ↗ · Dangdang ↗

Tutorials

Deep graph learning

Graph Neural Networks: Models and Applications
AAAI 2020 · Tutorial slides

Deep Graph Learning: Foundations, Advances and Applications
KDD 2020

Book chapter

Jae-wook Ahn, Patrick Watson, Maria Chang, Sharad Sundararajan, Tengfei Ma, Nirmal Mukhi, Srijith Prabhu, Bob Schloss. Wizard’s Apprentice Powers Testing of Advanced Conversational Intelligent Tutors. In Tutoring and Intelligent Tutoring Systems, Chapter 12, Nova Science Pub Inc, 2018.

Product: Watson Education

Work on the development of the Watson tutoring system. The product was featured in the documentary This is AI. See also the Watson Education homepage.