/Geometric-Deep-Learning

Primary LanguageJupyter Notebook

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]