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Top 15 graph-representation-learning open source projects

Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

✭ 1,662

python machine-learning knowledge-graph representation-learning relational-learning graph-embeddings knowledge-graph-embeddings graph-representation-learning

Awesome Graph Classification

A collection of important graph embedding, classification and representation learning papers with implementations.

Graph Based Deep Learning Literature

links to conference publications in graph-based deep learning

✭ 3,428

Jupyter Notebook deep-learning neural-networks graph graph-convolutional-networks graph-neural-networks graph-representation-learning conference-publications

grail

Inductive relation prediction by subgraph reasoning, ICML'20

✭ 83

python shell graph-neural-networks graph-representation-learning inductive-learning logical-reasoning heterogeneous-graph knowledge-graphs heterogeneous-graph-neural-network

GRACE

[GRL+ @ ICML 2020] PyTorch implementation for "Deep Graph Contrastive Representation Learning" (https://arxiv.org/abs/2006.04131v2)

✭ 144

python machine-learning deep-learning graph-representation-learning contrastive-learning

GCA

[WWW 2021] Source code for "Graph Contrastive Learning with Adaptive Augmentation"

✭ 69

python deep-learning pytorch self-supervised-learning graph-representation-learning contrastive-learning graph-contrastive-learning

gnn-lspe

Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022

✭ 165

python Jupyter Notebook shell graphs transformers attention representation-learning molecules message-passing lspe geometric-deep-learning graph-neural-networks graph-representation-learning gnn graph-deep-learning positional-encoding graph-transformer transformer-networks gnn-lspe

QGNN

Quaternion Graph Neural Networks (ACML 2021) (Pytorch and Tensorflow)

✭ 31

python C++text-classification quaternion quaternion-algebra graph-embeddings graph-classification node-classification graph-neural-networks graph-representation-learning node-embeddings hamilton-product

awesome-graph-representation-learning

A curated list for awesome graph representation learning resources.

✭ 108

deep-learning graph-representation-learning

GNN-Recommender-Systems

An index of recommendation algorithms that are based on Graph Neural Networks.

✭ 505

information-retrieval recommendation-system recommender-system recommendation recommendation-algorithms graph-convolutional-networks gcn graph-neural-networks graph-representation-learning gnn

SubGNN

Subgraph Neural Networks (NeurIPS 2020)

✭ 136

python deep-learning embeddings dataset graph-neural-networks graph-representation-learning subgraphs

GE-FSG

Graph Embedding via Frequent Subgraphs

✭ 39

python machine-learning deep-learning graph word2vec doc2vec graph-embedding graph-classification frequent-subgraphs graph-representation-learning

awesome-efficient-gnn

Code and resources on scalable and efficient Graph Neural Networks

✭ 498

python shell knowledge-distillation graph-convolutional-networks graph-neural-networks graph-representation-learning scalable-deep-learning gnn efficient-neural-networks contrastive-learning efficient-deep-learning

GNNLens2

Visualization tool for Graph Neural Networks

✭ 155

typescript python CSS HTML javascript visualization deep-learning pytorch graph-visualization xai graph-neural-networks graph-representation-learning explainability dgl

3DInfomax

Making self-supervised learning work on molecules by using their 3D geometry to pre-train GNNs. Implemented in DGL and Pytorch Geometric.

✭ 107

python graph molecules 3d graph-neural-networks self-supervised-learning graph-representation-learning pytorch-geometric gnn dgl-graph

1-15 of 15 graph-representation-learning projects