The Top 20 Graph Neural Network Open Source Projects

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The Top 20 Graph Neural Network Open Source Projects

Topic > Graph Neural Network

A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).

Neural_graph_collaborative_filtering ⭐421

Neural Graph Collaborative Filtering, SIGIR2019

Heterogeneous Graph Neural Network

Gnn4nlp Papers ⭐302

A list of recent papers about Graph Neural Network methods applied in NLP areas.

Paddle Graph Learning (PGL) is an efficient and flexible graph learning framework based on PaddlePaddle

Representation Learning On Heterogeneous Graph ⭐226

Representation-Learning-on-Heterogeneous-Graph

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).

Splitter ⭐163

A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).

A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)

Datasets ⭐158

A repository of pretty cool datasets that I collected for network science and machine learning research.

Zero-shot Video Object Segmentation via Attentive Graph Neural Networks (ICCV2019 Oral)

Implementation of ICCV19 Paper "Learning Two-View Correspondences and Geometry Using Order-Aware Network"

Role2vec ⭐119

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).

Gnn Meta Attack ⭐83

Implementation of the paper "Adversarial Attacks on Graph Neural Networks via Meta Learning".

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).

The reference implementation of "Multi-scale Attributed Node Embedding".

Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding

Geniepath Pytorch ⭐43

This is a PyTorch implementation of the GeniePath model in <GeniePath: Graph Neural Networks with Adaptive Receptive Paths> (https://arxiv.org/abs/1802.00910)

Deep Vessel Segmentation by Learning Graphical Connectivity

Graph Neural Network Pyg ⭐19

PyG (a geometric extension library for PyTorch) implementation of several Graph Neural Networks (GNNs): GCN, GAT, GraphSAGE, etc.

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