v1v2 (latest)

An MDP-based Recommender System

12 December 2012

Papers citing "An MDP-based Recommender System"

50 / 87 papers shown

Title
A Pre-trained Sequential Recommendation Framework: Popularity Dynamics for Zero-shot Transfer Junting Wang Praneet Rathi Hari Sundaram HAI VLM 13 5 0 01 Jul 2025
Heterogeneous Sequel-Aware Graph Neural Networks for Sequential Learning Anushka Tiwari Haimonti Dutta Shahrzad Khanizadeh 20 0 0 05 Jun 2025
A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective Xiaokun Zhang Bo Xu Chenliang Li Bowei He Hongfei Lin Chen Ma Fenglong Ma 62 1 0 18 May 2025
Hierarchical Attention Fusion of Visual and Textual Representations for Cross-Domain Sequential Recommendation Wangyu Wu Zhenhong Chen Siqi Song Xianglin Qiua Xiaowei Huang Fei Ma Jimin Xiao HAI 52 0 0 21 Apr 2025
Improving Sequential Recommendations with LLMs Artun Boz Wouter Zorgdrager Zoe Kotti Jesse Harte Panos Louridas Dietmar Jannach Vassilios Karakoidas Marios Fragkoulis KELM LRM 150 4 0 02 Feb 2024
UOEP: User-Oriented Exploration Policy for Enhancing Long-Term User Experiences in Recommender Systems Changshuo Zhang Sirui Chen Xiao Zhang Sunhao Dai Weijie Yu Jun Xu OffRL 94 1 0 17 Jan 2024
Optimising Human-AI Collaboration by Learning Convincing Explanations Alex J. Chan Alihan Huyuk M. Schaar 82 3 0 13 Nov 2023
Model-enhanced Contrastive Reinforcement Learning for Sequential Recommendation Chengpeng Li Zhengyi Yang Jizhi Zhang Jiancan Wu Dingxian Wang Xiangnan He Xiang Wang OffRL 76 1 0 25 Oct 2023
A Field Test of Bandit Algorithms for Recommendations: Understanding the Validity of Assumptions on Human Preferences in Multi-armed Bandits Liu Leqi Giulio Zhou Fatma Kilincc-Karzan Zachary Chase Lipton A. Montgomery 72 2 0 16 Apr 2023
Sequence-aware item recommendations for multiply repeated user-item interactions Juan Pablo Equihua Maged Ali Henrik Nordmark B. Lausen 33 0 0 02 Apr 2023
MAC-PO: Multi-Agent Experience Replay via Collective Priority Optimization Yongsheng Mei Hanhan Zhou Tian-Shing Lan Guru Venkataramani Peng Wei 129 40 0 21 Feb 2023
Learning in POMDPs is Sample-Efficient with Hindsight Observability Jonathan Lee Alekh Agarwal Christoph Dann Tong Zhang 65 21 0 31 Jan 2023
Heterogeneous Information Crossing on Graphs for Session-based Recommender Systems Xiaolin Zheng Rui Wu Zhongxuan Han Chaochao Chen Lin Chen Bing Han 62 8 0 24 Oct 2022
SlateFree: a Model-Free Decomposition for Reinforcement Learning with Slate Actions A. Giovanidis 32 0 0 05 Sep 2022
ReFRS: Resource-efficient Federated Recommender System for Dynamic and Diversified User Preferences Mubashir Imran Hongzhi Yin Tong Chen Nguyen Quoc Viet Hung Alexander Zhou Kai Zheng 85 72 0 28 Jul 2022
Reinforcement Learning-enhanced Shared-account Cross-domain Sequential Recommendation Lei Guo Jinyu Zhang Tong Chen Xinhua Wang Hongzhi Yin 48 44 0 16 Jun 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 71 25 0 01 Jun 2022
Sequential Nature of Recommender Systems Disrupts the Evaluation Process Ali Shirali 39 4 0 26 May 2022
Learning Context-Aware Service Representation for Service Recommendation in Workflow Composition Xihao Xie Jia Zhang R. Ramachandran Tsengdar J. Lee Seungwon Lee AI4TS 29 1 0 24 May 2022
Heterogeneous Graph Neural Network for Personalized Session-Based Recommendation with User-Session Constraints M. Park 26 0 0 23 May 2022
A Review of Safe Reinforcement Learning: Methods, Theory and Applications Shangding Gu Longyu Yang Yali Du Guang Chen Florian Walter Jun Wang Alois C. Knoll OffRL AI4TS 251 256 0 20 May 2022
G $^3$ SR: Global Graph Guided Session-based Recommendation Zhiwei Deng Changdong Wang Ling Huang Jianhuang Lai Philip S. Yu 70 14 0 12 Mar 2022
Transition Relation Aware Self-Attention for Session-based Recommendation Guanghui Zhu Haojun Hou Jingfan Chen Chun Yuan Jiaming Ji GNN 43 0 0 12 Mar 2022
Graph Spring Network and Informative Anchor Selection for Session-based Recommendation Zizhuo Zhang Bang-wei Wang 107 11 0 19 Feb 2022
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation Yicong Li Hongxu Chen Yile Li Lin Li Philip S. Yu Guandong Xu 73 16 0 24 Nov 2021
Edge-Cloud Polarization and Collaboration: A Comprehensive Survey for AI Jiangchao Yao Shengyu Zhang Yang Yao Feng Wang Jianxin Ma ... Kun Kuang Chao-Xiang Wu Leilei Gan Jingren Zhou Hongxia Yang 143 102 0 11 Nov 2021
Supervised Advantage Actor-Critic for Recommender Systems Xin Xin Alexandros Karatzoglou Ioannis Arapakis J. Jose OffRL 63 30 0 05 Nov 2021
Inferring Substitutable and Complementary Products with Knowledge-Aware Path Reasoning based on Dynamic Policy Network Zijing Yang Jiabo Ye Linlin Wang Xin Lin Liang He 40 17 0 07 Oct 2021
User Tampering in Reinforcement Learning Recommender Systems Charles Evans Atoosa Kasirzadeh OffRL AAML 143 42 0 09 Sep 2021
Heterogeneous Global Graph Neural Networks for Personalized Session-based Recommendation Yitong Pang Lingfei Wu Qi Shen Yiming Zhang Zhihua Wei Fangli Xu Ethan Chang Bo Long Jian Pei 98 114 0 08 Jul 2021
Markov Decision Processes with Long-Term Average Constraints Mridul Agarwal Qinbo Bai Vaneet Aggarwal 52 6 0 12 Jun 2021
Improving Long-Term Metrics in Recommendation Systems using Short-Horizon Reinforcement Learning Bogdan Mazoure Paul Mineiro Pavithra Srinath R. S. Sedeh Doina Precup Adith Swaminathan OffRL 50 4 0 01 Jun 2021
Device-Cloud Collaborative Learning for Recommendation Jiangchao Yao Feng Wang Kunyang Jia Bo Han Jingren Zhou Hongxia Yang 92 63 0 14 Apr 2021
RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems Martin Mladenov Chih-Wei Hsu Vihan Jain Eugene Ie Christopher Colby Nicolas Mayoraz H. Pham Dustin Tran Ivan Vendrov Craig Boutilier BDL 54 33 0 14 Mar 2021
Improving Sequential Recommendation with Attribute-augmented Graph Neural Networks Xinzhou Dong Beihong Jin Wei Zhuo Beibei Li Taofeng Xue 37 5 0 10 Mar 2021
Variation Control and Evaluation for Generative SlateRecommendations Shuchang Liu Fei Sun Yingqiang Ge Changhua Pei Yongfeng Zhang 116 21 0 26 Feb 2021
Sequential Recommendation in Online Games with Multiple Sequences, Tasks and User Levels Si Chen Yuqiu Qian Hui Li Chen Lin OffRL LRM 20 5 0 13 Feb 2021
Learning Transferrable Parameters for Long-tailed Sequential User Behavior Modeling Jianwen Yin Chenghao Liu Weiqing Wang Jianling Sun Guosheng Lin 51 30 0 22 Oct 2020
DGTN: Dual-channel Graph Transition Network for Session-based Recommendation Yujia Zheng Siyi Liu Zekun Li Shu Wu 74 37 0 21 Sep 2020
Reinforcement Learning for Strategic Recommendations Georgios Theocharous Yash Chandak Philip S. Thomas F. D. Nijs OffRL 70 12 0 15 Sep 2020
Unbiased Learning for the Causal Effect of Recommendation Masahiro Sato S. Takemori Janmajay Singh Tomoko Ohkuma CML OffRL 93 70 0 11 Aug 2020
Fast Distributed Bandits for Online Recommendation Systems K. Mahadik Qingyun Wu Shuai Li Amit Sabne 79 60 0 16 Jul 2020
Optimizing Interactive Systems via Data-Driven Objectives Ziming Li Julia Kiseleva A. Grotov Maarten de Rijke Harrie Oosterhuis OffRL 36 3 0 19 Jun 2020
Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation Wenjing Meng Deqing Yang Yanghua Xiao 67 109 0 12 Jun 2020
Self-Supervised Reinforcement Learning for Recommender Systems Xin Xin Alexandros Karatzoglou Ioannis Arapakis J. Jose SSL OffRL 154 202 0 10 Jun 2020
DisCor: Corrective Feedback in Reinforcement Learning via Distribution Correction Aviral Kumar Abhishek Gupta Sergey Levine OffRL 73 102 0 16 Mar 2020
Constrained Upper Confidence Reinforcement Learning Liyuan Zheng Lillian J. Ratliff 95 68 0 26 Jan 2020
Pythia: AI-assisted Code Completion System Alexey Svyatkovskiy Ying Zhao Shengyu Fu Neel Sundaresan 74 155 0 29 Nov 2019
Model-Based Reinforcement Learning with Adversarial Training for Online Recommendation Xueying Bai Jian Guan Hongning Wang OffRL 92 76 0 10 Nov 2019
Empirical Analysis of Session-Based Recommendation Algorithms Malte Ludewig Noemi Mauro Sara Latifi Dietmar Jannach 81 94 0 28 Oct 2019