muhanzhang

SEAL

SEAL (learning from Subgraphs, Embeddings, and Attributes for Link prediction). "M. Zhang, Y. Chen, Link Prediction Based on Graph Neural Networks, NeurIPS 2018 spotlight".

pytorch_DGCNN

PyTorch implementation of DGCNN

IGMC

Inductive graph-based matrix completion (IGMC) from "M. Zhang and Y. Chen, Inductive Matrix Completion Based on Graph Neural Networks, ICLR 2020 spotlight".

DGCNN

Code for "M. Zhang, Z. Cui, M. Neumann, and Y. Chen, An End-to-End Deep Learning Architecture for Graph Classification, AAAI-18".

D-VAE

D-VAE: A Variational Autoencoder for Directed Acyclic Graphs, NeurIPS 2019

LinkPrediction

Code for "M. Zhang, Y. Chen, Weisfeiler-Lehman Neural Machine for Link Prediction, KDD 2017 oral"

NestedGNN

HyperLinkPrediction

Code for "M. Zhang, Z. Cui, S. Jiang, and Y. Chen, Beyond Link Prediction: Predicting Hyperlinks in Adjacency Space, AAAI-2018".

HAP

Code for "Hierarchical Attention Propagation for Healthcare Representation Learning", KDD 2020.

muhanzhang.github.io

pytorch_geometric

Geometric Deep Learning Extension Library for PyTorch

torch7

http://torch.ch