gluver/KG4Rec_Paperlist

This repository collects recent top papers about knowledge graph based recommendations. We will keep updating the paper list weekly.

KG4Rec_Paperlist

This is a list of top papers about knowledge graph based recommendations.

Table of Contents

• Survey paper
• Dataset
• Knowledge Graph
• Graph based Recommendation
• KG based Recommendation

Survey Paper

• A Survey on Knowledge Graph-Based Recommender Systems (TKDE 20)

Dataset

Knowledge Graph

Graph based Recommendation

• Neural Graph Collaborative Filtering (SIGIR19)
• LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation (SIGIR 20)
• Disentangled Graph Collaborative Filtering (SIGIR 20)

KG based Recommendation

Embedding based

Path based

• Explainable Reasoning over Knowledge Graphs for Recommendation (AAAI 19)

Propagation based

• RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems (CIKM 18)
• Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems (KDD 19)
• KGAT: Knowledge Graph Attention Network for Recommendation (KDD 19)
• CKAN: Collaborative Knowledge-aware Attentive Network for Recommender Systems (SIGIR 20)
• ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation (SIGIR 20)
• Learning Intents behind Interactions with Knowledge Graph for Recommendation (WWW 21)