Choosing the Best of Both Worlds: Diverse and Novel Recommendations
through Multi-Objective Reinforcement Learning

Choosing the Best of Both Worlds: Diverse and Novel Recommendations through Multi-Objective Reinforcement Learning

28 October 2021

Dusan Stamenkovic

Alexandros Karatzoglou

Ioannis Arapakis

Kleomenis Katevas

Papers citing "Choosing the Best of Both Worlds: Diverse and Novel Recommendations through Multi-Objective Reinforcement Learning"

9 / 9 papers shown

Title
Optimizing Novelty of Top-k Recommendations using Large Language Models and Reinforcement Learning Amit Sharma Hua Li Xue Li Jian Jiao LRM 39 0 0 20 Jun 2024
Finite-Time Convergence and Sample Complexity of Actor-Critic Multi-Objective Reinforcement Learning Tianchen Zhou Fnu Hairi Haibo Yang Jia-Wei Liu Tian Tong Fan Yang Michinari Momma Yan Gao 43 1 0 05 May 2024
Aligning GPTRec with Beyond-Accuracy Goals with Reinforcement Learning Aleksandr V. Petrov Craig MacDonald 33 1 0 07 Mar 2024
MOReGIn: Multi-Objective Recommendation at the Global and Individual Levels Elizabeth Gómez David Contreras Ludovico Boratto Maria Salamó 142 2 0 23 Jan 2024
Model-enhanced Contrastive Reinforcement Learning for Sequential Recommendation Chengpeng Li Zhengyi Yang Jizhi Zhang Jiancan Wu Dingxian Wang Xiangnan He Xiang Wang OffRL 32 1 0 25 Oct 2023
Post-hoc Selection of Pareto-Optimal Solutions in Search and Recommendation Vincenzo Paparella Vito Walter Anelli F. M. Nardini R. Perego Tommaso Di Noia 26 8 0 21 Jun 2023
Two-Stage Constrained Actor-Critic for Short Video Recommendation Qingpeng Cai Zhenghai Xue Chi Zhang Wanqi Xue Shuchang Liu ... Tianyou Zuo Wentao Xie Dong Zheng Peng Jiang Kun Gai OffRL CML 24 44 0 03 Feb 2023
Constrained Reinforcement Learning for Short Video Recommendation Qingpeng Cai Ruohan Zhan Chi Zhang Jie Zheng Guangwei Ding Pinghua Gong Dong Zheng Peng Jiang 30 6 0 26 May 2022
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 305 31,280 0 16 Jan 2013