Full-stage Diversified Recommendation: Large-scale Online Experiments in Short-video Platform

Author:

Li Nian1ORCID,Pan Yunzhu2ORCID,Gao Chen3ORCID,Jin Depeng3ORCID,Liao Qingmin1ORCID

Affiliation:

1. Shenzhen International Graduate School, Tsinghua University, Shenzhen, China

2. School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China

3. Tsinghua University, Beijing, China

Funder

National Natural Science Foundation of China

National Key Research and Development Program of China

Publisher

ACM

Reference62 articles.

1. Learning a Deep Listwise Context Model for Ranking Refinement

2. Azin Ashkan, Branislav Kveton, Shlomo Berkovsky, and Zheng Wen. 2015. Optimal greedy diversity for recommendation. In Twenty-Fourth International Joint Conference on Artificial Intelligence.

3. CaSMoS

4. Yue Cao, XiaoJiang Zhou, Jiaqi Feng, Peihao Huang, Yao Xiao, Dayao Chen, and Sheng Chen. 2022. Sampling Is All You Need on Modeling Long-Term User Behaviors for CTR Prediction. arXiv preprint arXiv:2205.10249 (2022).

5. The use of MMR, diversity-based reranking for reordering documents and producing summaries

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