Awesome Heterogeneous Neural Network

🎉🎉🎉 A List of Heterogeneous Neural Network Pappers 🎉🎉🎉

Pre-Learning Materials

• Graph Structure Knowledge
• GCN Teaching Video
• Tool: PyG
• Tool: DGL
• Tool: Torch.Sparse

Figure out the concepts

• what the means of Heterogeneous Nerual Network ?
• what the means of meta-path ?
• what the means of neighborhood of specific meta-path ?
• what the means of neighbor-sample ?
• what the means of n-hops ?
• why the number of n-hops is small (< 3 usually) ?
• what the advantages of metapath-based methods ?
• what the advantages of neighbor-sample-based methods ?

Useful Third-Tools

• gtrick : Common Trick for GNN Training.
• GNN : Common GNN implementation with PyG

Heterogeneous Nerual Network Papers

• Inductive Representation Learning on Large Graphs : GraphSAGE(2017 NeurIPS)
• Modeling Relational Data with Graph Convolutional Networks : RGCN(2018 The Semantic Web)
• Heterogeneous Graph Neural Network : HetGNN(2019 KDD)
• Graph Transformer Networks : Graph Transformer Networks(2019 NeurIPS)
• Representation Learning for Attributed Multiplex Heterogeneous Network : GATNE(2019 KDD)
• Heterogeneous Graph Attention Network : HAN(2019 WWW)
• Heterogeneous Graph Transformer : HGT(2020 WWW)
• Heterogeneous Graph Neural Network via Attribute Completion : HGNN-AC(2021 WWW)
• Multiplex Heterogeneous Graph Convolutional Network : MHGCN(2022 KDD)
• Meta-node: A Concise Approach to Effectively Learn Complex Relationships in Heterogeneous Graphs : Meta-node(2022)
• Simple and Efficient Heterogeneous Graph Neural Network : SeHGNN(2023 AAAI)
• updating...

Heterogeneous Nerual Network & Social Recommendation Papers

• Hierarchical representation learning for bipartite graphs : Bi-HGG(2019 IJCAI)
• Hierarchical Bipartite Graph Neural Networks: Towards Large-Scale E-commerce Applications : HiGNN(2020 ICDE)
• DiffNet++: A Neural Influence and Interest Diffusion Network for Social Recommendation : DiffNet++(2020 TKDE)
• A Graph Neural Network Framework for Social Recommendations : GraphRec+(2022 TKDE)
• A Survey of Graph Neural Networks for Social Recommender Systems : Graph-Social-Recommender-Systems Survey(2022)
• Disentangled Contrastive Learning for Social Recommendation: DcRec(2022 CIKM)
• Large-scale Personalized Video Game Recommendation via Social-aware Contextualized Graph Neural Network : SCGRec(2022 WWW)
• Inhomogeneous Social Recommendation with Hypergraph Convolutional Networks : SHGCN(2022 ICDE)
• Graph Neural Networks with Dynamic and Static Representations for Social Recommendation : GNN-DSR(2022 DASFAA)
• updating