Self-Supervised Reinforcement Learning for Recommender Systems

Self-Supervised Reinforcement Learning for Recommender Systems

10 June 2020

Alexandros Karatzoglou

Ioannis Arapakis

Papers citing "Self-Supervised Reinforcement Learning for Recommender Systems"

17 / 17 papers shown

Title
DARLR: Dual-Agent Offline Reinforcement Learning for Recommender Systems with Dynamic Reward Yi Zhang Ruihong Qiu Xuwei Xu Jiajun Liu Sen Wang OffRL 34 0 0 12 May 2025
A Generalised and Adaptable Reinforcement Learning Stopping Method Reem Bin-Hezam Mark Stevenson 29 0 0 03 May 2025
Enhancing New-item Fairness in Dynamic Recommender Systems Huizhong Guo Zhu Sun Donghai Hong Tianjun Wei Jinfeng Li Jie Zhang 29 0 0 30 Apr 2025
PinRec: Outcome-Conditioned, Multi-Token Generative Retrieval for Industry-Scale Recommendation Systems Anirudhan Badrinath Prabhat Agarwal Laksh Bhasin Jaewon Yang Jiajing Xu Charles R. Rosenberg LRM 45 0 0 09 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 47 2 0 31 Mar 2025
ROLeR: Effective Reward Shaping in Offline Reinforcement Learning for Recommender Systems Yi Zhang Ruihong Qiu Jiajun Liu Sen Wang OffRL 21 0 0 18 Jul 2024
On the Effectiveness of Unlearning in Session-Based Recommendation Xin Xin Liu Yang Ziqi Zhao Pengjie Ren Zhumin Chen Jun Ma Zhaochun Ren MU 32 2 0 22 Dec 2023
Contrastive Multi-Level Graph Neural Networks for Session-based Recommendation F. Wang Xingyu Gao Zhenyu Chen Lei Lyu 21 12 0 06 Nov 2023
A General Offline Reinforcement Learning Framework for Interactive Recommendation Teng Xiao Donglin Wang OffRL 34 73 0 01 Oct 2023
Towards Validating Long-Term User Feedbacks in Interactive Recommendation Systems Hojoon Lee Dongyoon Hwang Kyushik Min Jaegul Choo 15 6 0 22 Aug 2023
Robust Reinforcement Learning Objectives for Sequential Recommender Systems Melissa Mozifian Tristan Sylvain David E. Evans Li Meng OffRL 26 0 0 30 May 2023
Recommender Systems: A Primer P. Castells Dietmar Jannach OffRL 32 5 0 06 Feb 2023
Fine-Grained Session Recommendations in E-commerce using Deep Reinforcement Learning Diddigi Raghu Ram Bharadwaj Lakshya Kumar Saif Jawaid Sreekanth Vempati 28 0 0 20 Oct 2022
KuaiRec: A Fully-observed Dataset and Insights for Evaluating Recommender Systems Chongming Gao Shijun Li Wenqiang Lei Jiawei Chen Biao Li Peng Jiang Xiangnan He Jiaxin Mao Tat-Seng Chua 29 131 0 22 Feb 2022
Value Penalized Q-Learning for Recommender Systems Chengqian Gao Ke Xu Kuangqi Zhou Lanqing Li Xueqian Wang Bo Yuan P. Zhao OffRL 54 20 0 15 Oct 2021
A Survey on Deep Reinforcement Learning for Audio-Based Applications S. Latif Heriberto Cuayáhuitl Farrukh Pervez Fahad Shamshad Hafiz Shehbaz Ali Min Zhang OffRL 47 73 0 01 Jan 2021
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization Kun Zhou Haibo Wang Wayne Xin Zhao Yutao Zhu Sirui Wang Fuzheng Zhang Zhongyuan Wang Ji-Rong Wen 33 783 0 18 Aug 2020