Reinforcing User Retention in a Billion Scale Short Video Recommender
System

Reinforcing User Retention in a Billion Scale Short Video Recommender System

3 February 2023

Papers citing "Reinforcing User Retention in a Billion Scale Short Video Recommender System"

11 / 11 papers shown

Title
xMTF: A Formula-Free Model for Reinforcement-Learning-Based Multi-Task Fusion in Recommender Systems Yang Cao Changhao Zhang Xiaoshuang Chen Kaiqiao Zhan Ben Wang 26 0 0 08 Apr 2025
Stratified Expert Cloning with Adaptive Selection for User Retention in Large-Scale Recommender Systems Chengzhi Lin Annan Xie Shuchang Liu Wuhong Wang Chuyuan Wang Yongqi Liu OffRL 28 0 0 08 Apr 2025
MultiScale Contextual Bandits for Long Term Objectives Richa Rastogi Yuta Saito Thorsten Joachims OffRL 53 0 0 22 Mar 2025
Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed Jingxin Liu Xiang Gao Yisha Li Xin Li Haiyang Lu Ben Wang OffRL 72 0 0 28 Nov 2024
An Enhanced-State Reinforcement Learning Algorithm for Multi-Task Fusion in Large-Scale Recommender Systems Peng Liu Jiawei Zhu Cong Xu Ming Zhao Bin Wang 31 1 0 18 Sep 2024
Learned Ranking Function: From Short-term Behavior Predictions to Long-term User Satisfaction Yi Wu Daryl Chang Jennifer She Zhe Zhao Li Wei Lukasz Heldt 25 0 0 12 Aug 2024
EasyRL4Rec: An Easy-to-use Library for Reinforcement Learning Based Recommender Systems Yuanqing Yu Chongming Gao Jiawei Chen Heng Tang Yuefeng Sun Qian Chen Weizhi Ma Min Zhang OffRL 39 2 0 23 Feb 2024
AURO: Reinforcement Learning for Adaptive User Retention Optimization in Recommender Systems Zhenghai Xue Qingpeng Cai Tianyou Zuo Bin Yang Lantao Hu Peng Jiang Kun Gai 33 2 0 06 Oct 2023
PrefRec: Recommender Systems with Human Preferences for Reinforcing Long-term User Engagement Wanqi Xue Qingpeng Cai Zhenghai Xue Shuo Sun Shuchang Liu Dong Zheng Peng Jiang Kun Gai Bo An OffRL 36 25 0 06 Dec 2022
ResAct: Reinforcing Long-term Engagement in Sequential Recommendation with Residual Actor Wanqi Xue Qingpeng Cai Ruohan Zhan Dong Zheng Peng Jiang Kun Gai Bo An OffRL 27 24 0 01 Jun 2022
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020