<aside> ๐ Goal
<aside> ๐ Ground Rule
Introduction - Overview and Survey Papers [W01][2017][DEB][-] Representation Learning on Graphs - Methods and Applications [W01][2017][TKDE][-] Knowledge Graph Embedding - A Survey of Approaches and Applications __[W01][2021][FTML][-] Graph Neural Networks for Natural Language Processing - A Survey __[W01][2022][TKDE][-] A Survey on Knowledge Graph-Based Recommender Systems
Simple Graph Embedding with word2vec [W02][2014][KDD][DeepWalk] Online Learning of Social Representations [W02][2016][ISWC][RDF2Vec] RDF Graph Embeddings for Data Mining __[W02][2017][KDD][metapath2vec] Scalable Representation Learning for Heterogeneous Networks
Simple Graph Embedding with Translation [W03][2013][NIPS][TransE] Translating Embeddings for Modeling Multi-Relational Data [W03][2015][AAAI][TransR] Learning Entity and Relation Embeddings for Knowledge Graph Completion __[W03][2014][AAAI][TransH] Knowledge Graph Embedding by Translating on Hyperplanes
Simple Graph Embedding with Semantic Matching [W04][2018][AAAI][ConvE] Convolutional 2D Knowledge Graph Embeddings (2748) [W04][2017][AAAI][ProjE] Embedding Projection for Knowledge Graph Completion (316) __[W04][2013][NIPS][NTN] Reasoning With Neural Tensor Networks for Knowledge Base Completion (2420) __[W04][2015][ICLR][DistMult] Embedding Entities and Relations for Learning and Inference in Knowledge Bases (3566) __[W04][2016][ICML][ComplEx] Complex Embeddings for Simple Link Prediction (3319)
Complex Graph Embedding with Graph Convolution [W05][2017][ICLR][GCN] Semi-Supervised Classification with Graph Convolutional Networks [W05][2017][ISWC][RGCN] Modeling Relational Data with Graph Convolutional Networks
Complex Graph Embedding with Neighborhood Aggregation [W06][2017][NIPS][GraphSAGE] Inductive Representation Learning on Large Graphs [W06][2018][ICLR][GAT] Graph Attention Networks __[W06][2018][KDD][LGCN] Large-Scale Learnable Graph Convolutional Networks
Complex Graph Embedding with Attention [W07][2019][WWW][HAN] Heterogeneous Graph Attention Network (2294) [W07][2020][WWW][HGT] Heterogeneous Graph Transformer (1127) __[W07][2019][KDD][HetGNN] Heterogeneous Graph Neural Network (1326)
Graph RL for Natural Language Processing [W08][2019][AAAI][TextGCN] Graph Convolutional Networks for Text Classification (2065) [W08][2021][ACL][BertGCN] Transductive Text Classification by Combining GCN and BERT (202) __[W08][2019][EMNLP][-] Text Level Graph Neural Network for Text Classification (321) __[W08][2020][ECIR][VGCN-BERT] Augmenting BERT with Graph Embedding for Text Classification (151) __[W08][2020][EMNLP][TG-Transformer] Text Graph Transformer for Document Classification (54)
Graph RL for Recommender Systems [W09][2020][SIGIR][LightGCN] Simplifying and Powering Graph Convolution Network for Recommendation [W09][2018][KDD][PinSage] Graph Convolutional Neural Networks for Web-Scale Recommender Systems __[W09][2019][AAAI][SR-GNN] Session-based Recommendation with Graph Neural Networks
Graph RL for Recommender Systems with KG [W10][2019][KDD][KGAT] Knowledge Graph Attention Network for Recommendation (1835) [W10][2019][WWW][KGCN] Knowledge Graph Convolutional Networks for Recommender Systems (891) __[W10][2018][CIKM][RippleNet] Propagating User Preferences on the Knowledge Graph for Recommender Systems (1169)
Graph RL for Graph Classification [W11][2019][ICML][SAGPool] Self-Attention Graph Pooling [W11][2019][ICML][g-U-Nets] Graph U-Nets [W11][2022][PAMI][g-U-Nets] Graph U-Nets __[W11][2018][DiffPool][NIPS] Hierarchical Graph Representation Learning with Differentiable Pooling
Advanced Graph RL with Self-Supervised Learning [W12][2019][ICLR][DGI] Deep Graph Infomax [W12][2020][ICLR][InfoGraph] Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization __[W12][2021][SIGIR][SGL] Self-supervised Graph Learning for Recommendation __[W12][2020][KDD][GPT-GNN] Generative Pre-Training of Graph Neural Networks