Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
---|---|---|---|---|---|---|---|---|---|---|
Gnnpapers | 13,979 | 2 months ago | 10 | |||||||
Must-read papers on graph neural networks (GNN) | ||||||||||
G6 | 9,605 | 65 | 290 | a day ago | 368 | September 19, 2022 | 221 | mit | TypeScript | |
♾ A Graph Visualization Framework in JavaScript | ||||||||||
Cytoscape.js | 8,992 | 9 days ago | 9 | mit | JavaScript | |||||
Graph theory (network) library for visualisation and analysis | ||||||||||
Gcn | 6,621 | 15 days ago | 121 | mit | Python | |||||
Implementation of Graph Convolutional Networks in TensorFlow | ||||||||||
Graph_nets | 5,188 | 7 | 3 months ago | 7 | January 29, 2020 | 5 | apache-2.0 | Python | ||
Build Graph Nets in Tensorflow | ||||||||||
Serial Studio | 3,067 | 2 months ago | 40 | other | C++ | |||||
Multi-purpose serial data visualization & processing program | ||||||||||
Pygcn | 2,952 | 3 years ago | 42 | mit | Python | |||||
Graph Convolutional Networks in PyTorch | ||||||||||
Awesome Network Analysis | 2,604 | a year ago | 28 | R | ||||||
A curated list of awesome network analysis resources. | ||||||||||
Nrlpapers | 2,507 | 3 years ago | TeX | |||||||
Must-read papers on network representation learning (NRL) / network embedding (NE) | ||||||||||
Spektral | 2,236 | 3 | 14 days ago | 33 | April 09, 2022 | 54 | mit | Python | ||
Graph Neural Networks with Keras and Tensorflow 2. |
Also called network representation learning, graph embedding, knowledge embedding, etc.
The task is to learn the representations of the vertices from a given network.
CALL FOR HELP: I'm planning to re-organize the papers with clear classification index in the near future. Please feel free to submit a commit if you find any interesting related work:)
A Comprehensive Survey on Graph Neural Networks, arxiv'19
Hierarchical Graph Representation Learning with Differentiable Pooling, NIPS'18
SEMAC, Link Prediction via Subgraph Embedding-Based Convex Matrix Completion, AAAI 2018, Slides
MILE, MILE: A Multi-Level Framework for Scalable Graph Embedding, arxiv'18
MetaGraph2Vec, MetaGraph2Vec: Complex Semantic Path Augmented Heterogeneous Network Embedding
PinSAGE, Graph Convolutional Neural Networks for Web-Scale Recommender Systems
Curriculum Learning for Heterogeneous Star Network Embedding via Deep Reinforcement Learning, WSDM '18
Adversarial Network Embedding, arxiv
Role2Vec, Learning Role-based Graph Embeddings
edge2vec, Feature Propagation on Graph: A New Perspective to Graph Representation Learning
MINES, Multi-Dimensional Network Embedding with Hierarchical Structure
Walk-Steered Convolution for Graph Classification
Deep Feature Learning for Graphs, arxiv'17
Fast Linear Model for Knowledge Graph Embeddings, arxiv'17
Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec, arxiv'17
A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications, arxiv'17
Representation Learning on Graphs: Methods and Applications, IEEE DEB'17
CONE, CONE: Community Oriented Network Embedding, arxiv'17
LANE, Label Informed Attributed Network Embedding, WSDM'17
Graph2Gauss, Deep Gaussian Embedding of Attributed Graphs: Unsupervised Inductive Learning via Ranking, arxiv [Bonus Animation]
Scalable Graph Embedding for Asymmetric Proximity, AAAI'17
Query-based Music Recommendations via Preference Embedding, RecSys'16
Tri-party deep network representation, IJCAI'16
Heterogeneous Network Embedding via Deep Architectures, KDD'15
Neural Word Embedding As Implicit Matrix Factorization, NIPS'14
Distributed large-scale natural graph factorization, WWW'13
From Node Embedding To Community Embedding, arxiv
Walklets: Multiscale Graph Embeddings for Interpretable Network Classification, arxiv
Comprehend DeepWalk as Matrix Factorization, arxiv
Graph Neural Networks for Natural Language Processing, EMNLP'19
SMORe : Modularize Graph Embedding for Recommendation, RecSys'19
13th International Workshop on Mining and Learning with Graphs, MLG'17
WWW-18 Tutorial Representation Learning on Networks, WWW'18
Must-read papers on network representation learning (NRL) / network embedding (NE)
Must-read papers on knowledge representation learning (KRL) / knowledge embedding (KE)
Stanford Network Analysis Project website