zealscott/KG4Rec_Paperlist

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

KG4Rec_Paperlist

This is a list of top papers about knowledge graph (KG)-aware recommendations.

Table of Contents

Survey paper
Dataset
Graph Neural Network
Knowledge Graph
Graph based Recommendation
KG based Recommendation

Survey Paper

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

Dataset

Graph Neural Network

Disentangled Graph Convolutional Networks (ICML 19)
Scattering GCN: Overcoming Oversmoothness in Graph Convolutional Networks (NIPS 20)
AM-GCN: Adaptive Multi-channel Graph Convolutional Networks (KDD 20)
Graph Structure Learning for Robust Graph Neural Networks (KDD 20)
Improving Graph Neural Networks with Structural Adaptive Receptive Fields (WWW 21)
DeGNN: Improving Graph Neural Networks with Graph Decomposition (KDD 21)

Knowledge Graph

Modeling Relational Data with Graph Convolutional Networks (ESWC 18)
Convolutional 2D Knowledge Graph Embeddings (AAAI 18)
[CompGCN] Composition-based Multi-Relational Graph Convolution (ICLR 20)
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs (NIPS 20)
Knowledge Router Learning Disentangled Representations for Knowledge Graphs (NAACL 21)
Relational Message Passing for Knowledge Graph Completion (KDD 21)
Representation Learning on Knowledge Graphs for Node Importance Estimation (KDD 21)

Graph based Recommendation

[NGCF] Neural Graph Collaborative Filtering (SIGIR19)
[MacridVAE] Learning Disentangled Representations for Recommendation (NIPS 19)
[LightGCN] LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation (SIGIR 20)
[DGCF] Disentangled Graph Collaborative Filtering (SIGIR 20)
[DisenHAN] DisenHAN: Disentangled Heterogeneous Graph Attention Network for Recommendation (CIKM 20)
Disentangled Self-Supervision in Sequential Recommenders (KDD 20)
[GNUD] Graph Neural News Recommendation with Unsupervised Preference Disentanglement (ACL 20)
[IMP-GCN] Interest-aware Message-Passing GCN for Recommendation (WWW 21)
Should Graph Convolution Trust Neighbors? A Simple Causal Inference Method (SIGIR 21)
[AnchorKG] Reinforced Anchor Knowledge Graph Generation for News Recommendation Reasoning (KDD 21)
[MixGCF] MixGCF: An Improved Training Method for Graph Neural Network-based Recommender Systems (KDD 21)

KG based Recommendation

Embedding based

[CKE] Collaborative Knowledge Base Embedding for Recommender Systems (KDD 16)
[KTUP] Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences (WWW 19)
[Hyper-know] Knowledge-Enhanced Top-K Recommendation in Poincar´e Ball (AAAI 21)
[UGRec] Modeling Directed and Undirected Relations for Recommendation (SIGIR 21)

Path based

[KPRN] Explainable Reasoning over Knowledge Graphs for Recommendation (AAAI 19)

Propagation based

[RippleNet] RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems (CIKM 18)
[DKN] Deep Knowledge-Aware Network for News Recommendation (WWW 18)
[KGNN-LS] Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems (KDD 19)
[KGAT] KGAT: Knowledge Graph Attention Network for Recommendation (KDD 19)
[KGCN] Knowledge Graph Convolutional Networks for Recommender Systems (WWW 19)
[CKAN] CKAN: Collaborative Knowledge-aware Attentive Network for Recommender Systems (SIGIR 20)
[ATBRG] ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation (SIGIR 20)
[KGIN] Learning Intents behind Interactions with Knowledge Graph for Recommendation (WWW 21)
[KCAN] Conditional Graph Attention Networks for Distilling and Refining Knowledge Graphs in Recommendation (CIKM 21)
[LKGR] Modeling Scale-free Graphs with Hyperbolic Geometry for Knowledge-aware Recommendation (WSDM 22)
[HAKG] Hierarchy-Aware Knowledge Gated Network for Recommendation (SIGIR 22)
[MCCLK] Multi-level Cross-view Contrastive Learning for Knowledge-aware Recommender System (SIGIR 22)
[KGCL] Knowledge Graph Contrastive Learning for Recommendation (SIGIR 22)
[AKGAN] Learning item attributes and user interests for knowledge graph enhanced recommendation (Arxiv)

Explainations

[ADAC] Leveraging Demonstrations for Reinforcement Recommendation Reasoning over Knowledge Graphs (SIGIR 20)
[AnchorKG] Reinforced Anchor Knowledge Graph Generation for News Recommendation Reasoning (KDD 21)
[ReMR] Multi-level Recommendation Reasoning over Knowledge Graphs with Reinforcement Learning (WWW 22)
[PLM-Rec] Path Language Modeling over Knowledge Graphs for Explainable Recommendation (WWW 22)