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Geometric Deep Learning

Papers about Graph convolutional networks

Collections of the latest graph learning projects

GCN Tutorial: [repo]
PyTorch Geometric:[blog] [code]
Graph Pooling & Hybrid Conv:[paper] [code]
Multi-Label Image Recognition with GCN(CVPR 2019):[paper] [code]

Graph Embedding
Multi-relational poincare GE:[repo]
node2vec + word2vec:[repo]
Graph Embedding with Self Clustering:[repo]
Graph2Vec Learning Distributed Representations of Graphs(MLGWorkshop 2017)[paper] [code]
PyTorch BigGraph[repo]

GAT
Knowledge Graph Attention Network for Recommendation(KDD 2019):[paper] [code]
Relational Graph Attention Networks:[paper] [code]
Dual Attention Graph Convolutional Networks:[paper] [code]

Knowledge Graph
ASER: A Large-scale Eventuality Knowledge Graph:[paper] [repo]
Grakn:[repo]

Reasoning
GCN for Multi-hop Reasoning QA(NAACL-HLT 2019)[paper] [code]

Graph Database
Redis:[repo]
Blazegraph DB:[repo]
Others Capsule GNN:[paper] [code]

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