Reading List for Recommender System (RecSys)

Surveys

• Deep learning based recommender system: A survey and new perspectives. Shuai Zhang, Lina Yao, Aixin Sun, Yi Tay. ACM Computing Surveys ‘17 PDF@arXiv
• Bias and Debias in Recommender System: A Survey and Future Directions. Jiawei Chen, Hande Dong, Xiang Wang, Fuli Feng, Meng Wang, Xiangnan He. arXiv ‘20 PDF@arXiv

Book

• Recommender Systems Handbook.Francesco RicciLior RokachBracha ShapiraPaul B. Kantor. SpringerLink

Tutorials

• Deep Learning for Matching in Search and Recommendation. Jun Xu, Xiangnan He, & Hang Li. SIGIR ‘18 WWW ‘18, WSDM ‘19. Slides(PDF)@USTC

Research Papers

• Must-read papers on Recommender Systems Xiaolei Zhang. Github URL