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Transactions on Recommender Systems, Volume 4
Volume 4, Number 1, March 2026
- Lianyong Qi

, Shoujin Wang
, Victor S. Sheng
, Lina Yao
:
Introduction to the Special Issue on Deep Reinforcement Learning for Recommender Systems. 1:1-1:4 - Waqar Ali

, Muhammad Ammad-ud-din
, Xiangmin Zhou
, Yan Zhang
, Jie Shao
:
Communication-Efficient Federated Neural Collaborative Filtering with Multi-Armed Bandits. 2:1-2:28 - Lei Sang

, Weichen Fei
, Yi Zhang
, Yuee Huang
, Yiwen Zhang
:
Heterogeneous Adaptive Preference Learning for Recommendation. 3:1-3:25 - Aobo Xu

, Ling Jian
, Yue Yin
, Na Zhang
:
UISA: User Information Separating Architecture for Commodity Recommendation Policy with Deep Reinforcement Learning. 4:1-4:18 - Zixuan Wang

, Pan Wang
, Zhixin Sun
, Lu Chen
, Mengyi Fu
, Minyao Liu
, Ze Zhang
:
A DQN-based Traffic Classification Method for Mobile Application Recommendation with Continual Learning. 5:1-5:21 - Jielin Jiang

, Pengcheng Guo
, Xiaolong Xu
, Jintao Wu
, Yan Cui
:
Social Perception with Graph Attention Network for Recommendation. 6:1-6:21 - Yicheng Di

, Hongjian Shi
, Ruhui Ma
, Honghao Gao
, Yuan Liu
, Weiyu Wang
:
FedRL: A Reinforcement Learning Federated Recommender System for Efficient Communication Using Reinforcement Selector and Hypernet Generator. 7:1-7:31 - Aayush Singha Roy

, Edoardo D'Amico
, Elias Z. Tragos
, Aonghus Lawlor
, Neil Hurley
:
Don't Get Bored: Enhancing Scalability and Diversity in Session-Based Slate Recommendation. 8:1-8:24
- Elisabeth Fischer

, Albin Zehe
, Andreas Hotho
, Daniel Schlör
:
Modeling and Analyzing the Influence of Non-Item Pages on Sequential Next-Item Prediction. 9:1-9:39 - Liang He

, Wujie Yan
, Tingzhou Yi
, Heli Sun
:
Self-supervised Graph Neural Sequential Recommendation with Disentangling Long and Short-Term Interest. 10:1-10:25 - Yunjia Xi

, Weiwen Liu
, Jianghao Lin
, Muyan Weng
, Xiaoling Cai
, Hong Zhu
, Jieming Zhu
, Bo Chen
, Ruiming Tang
, Yong Yu
, Weinan Zhang
:
Efficient and Deployable Knowledge Infusion for Open-World Recommendations via Large Language Models. 11:1-11:36 - Paula Gómez Duran

, Axel Brando
, Jordi Vitrià
:
Solving the Contextual Pure Cold-Start Problem under Uncertainty. 12:1-12:27 - Fernando Diaz

, Michael D. Ekstrand
, Bhaskar Mitra
:
Recall, Robustness, and Lexicographic Evaluation. 13:1-13:50 - Karl Krauth

, Yixin Wang
, Michael I. Jordan
:
Breaking Feedback Loops in Recommender Systems with Causal Inference. 14:1-14:20 - Qingbo Zhang

, Xiaochun Yang
, Hao Chen
, Bin Wang
, Xiangmin Zhou
:
Intention-sensitive Preference Learning Network for Personalized Session-based Recommendation. 15:1-15:23

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