reczoo / recbook

推荐系统修炼手册

RecZoo

RecZoo: A curated model zoo for recommendation tasks

Matching

No	Model	Publication
1	UltraGCN	Kelong Mao, Jieming Zhu, Xi Xiao, Biao Lu, Zhaowei Wang, Xiuqiang He. UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation, in CIKM 2021.
2	SimpleX	Kelong Mao, Jieming Zhu, Jinpeng Wang, Quanyu Dai, Zhenhua Dong, Xi Xiao, Xiuqiang He. SimpleX: A Simple and Strong Baseline for Collaborative Filtering, in CIKM 2021.

Ranking

No	Model	Publication
1	FinalMLP	Kelong Mao, Jieming Zhu, Liangcai Su, Guohao Cai, Yuru Li, Zhenhua Dong. FinalMLP: An Enhanced Two-Stream MLP Model for CTR Prediction, in AAAI 2023.
2	FinalNet	Jieming Zhu, Qinglin Jia, Guohao Cai, Quanyu Dai, Jingjie Li, Zhenhua Dong, Ruiming Tang, Rui Zhang. FINAL: Factorized Interaction Layer for CTR Prediction, in SIGIR 2023.

Reranking

Pretraining

No	Model	Publication
1	UNBERT	Qi Zhang, Jingjie Li, Qinglin Jia, Chuyuan Wang, Jieming Zhu, Zhaowei Wang, Xiuqiang He. UNBERT: User-News Matching BERT for News Recommendation, in IJCAI 2021.

recbook's Issues

热门商品打压

https://www.zhihu.com/question/426543628