GNN-study

GNN Recommender Systems Survey or Review Papers

• [2020] Graph Neural Networks in Recommender Systems: A Survey
  • Review
• [2021] Graph Neural Networks for Recommender Systems: Challenges, Methods, and Directions
  • (github) GNN-Recommender-Systems

GNN을 사용한 여행 추천 관련 논문

• Multi-view Graph Attention: Network for Travel Recommendation
• Empowering A* Algorithms with Neural Networks for Personalized Route Recommendation
• DynaPosGNN: Dynamic-Positional GNN for Next POI Recommendation
• Out-of-Town Recommendation with Travel Intention Modeling
• A Multi-task Learning Approach for Improving Travel Recommendation with Keyword Generation
• Unified route Representiation Learning for Multi-modal Transportation Recommendation with Spatiotemporal Pre-training

GNN을 사용한 POI 추천 관련 논문

• POI Recommendation Based on Graph Enhanced Attention GNN
  • Review
• UBER-GNN: A User-Based Embeddings Recommendation based on Graph Neural Networks
• Semantic Enhancement of Human Urban Activity Chain Construction Using Mobile Phone Signaling Data
• Region-aware POI Recommendation with Semantic Spatial Graph
  • Review

GNN을 사용한 추천 논문

• Graph Convolutional Matrix Completion

기타 접근법

• Discovering Collaborative Signals for Next POI Recommendation with Iterative Seq2Graph Augmentation
  • Review

기타 참고할만한 repo

• Awesome-GNN-Recommendation
  • GNN, GNN based Recommendation, GNN related Resources, Dataset for GNN or Recommendation으로 나눠 관련 프로젝트 혹은 콘텐츠 소개
• GNN-Recommender-Systems
  • 2021년 GNN Recommender Systems Survey 논문에서 언급한 프로젝트 정리 레포