Selected Publications

Preprint

User Behavior Simulation with Large Language Model based Agents
Lei Wang, Jingsen Zhang, Hao Yang, Zhiyuan Chen, Jiakai Tang, Zeyu Zhang, Xu Chen, Yankai Lin, Ruihua Song, Wayne Xin Zhao, Jun Xu, Zhicheng Dou, Jun Wang, Ji-Rong Wen.
[Paper] [Code]

2024

[KDD 2024] Natural Language Explainable Recommendation with Robustness Enhancement
Jingsen Zhang, Jiakai Tang, Xu Chen, Wenhui Yu, Lantao Hu, Peng Jiang, Han Li.
[Paper] [Code]

[FCS] A Survey on Large Language Model based Autonomous Agents
Lei Wang, Chen Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai Tang, Xu Chen, Yankai Lin, Wayne Xin Zhao, Zhewei Wei, Ji-Rong Wen.
[Paper] [Code]

[ICASSP 2024] Active Explainable Recommendation with Limited Labeling Budgets
Jingsen Zhang, Xiaohe Bo, Chenxi Wang, Quanyu Dai, Zhenhua Dong, Ruiming Tang, Xu Chen.
Oral.
[Paper] [Code]

2023

[NeurIPS 2023, Datasets and Benchmarks Track] REASONER: An Explainable Recommendation Dataset with Comprehensive Labeling Ground Truths
Xu Chen, Jingsen Zhang*, Lei Wang*, Quanyu Dai, Zhenhua Dong, Ruiming Tang, Rui Zhang, Li Chen, Xin Zhao, Ji-Rong Wen.
[Paper] [Code]

[WWW 2023] Recommendation with Causality enhanced Natural Language Explanations
Jingsen Zhang, Xu Chen, Jiakai Tang, Weiqi Shao, Quanyu Dai, Zhenhua Dong, Rui Zhang.
[Paper] [Code]

[RecSys 2023] When Fairness meets Bias: a Debiased Framework for Fairness aware Top-N Recommendation
Jiakai Tang, Shiqi Shen, Zhipeng Wang, Zhi Gong, Jingsen Zhang, and Xu Chen.
[Paper]

2022

[TKDE 2022] Data Augmented Sequential Recommendation based on Counterfactual Thinking
Xu Chen, Zhenlei Wang, Hongteng Xu, Jingsen Zhang, Yongfeng Zhang, Wayne Xin Zhao, Ji-Rong Wen.
[Paper]

[CIKM 2022, Resource Track] RecBole 2.0: Towards a More Up-to-Date Recommendation Library.
Wayne Xin Zhao, Yupeng Hou, Xingyu Pan, Chen Yang, Zeyu Zhang, Zihan Lin, Jingsen Zhang, Shuqing Bian, Jiakai Tang, Wenqi Sun, Yushuo Chen, Lanling Xu, Gaowei Zhang, Zhen Tian, Changxin Tian, Shanlei Mu, Xinyan Fan, Xu Chen and Ji-Rong Wen.
Best Resource Paper Runner Up.
[Paper] [Code]

2021

[CIKM 2021, Short Paper] Causally attentive collaborative filtering
Jingsen Zhang, Xu Chen, Wayne Xin Zhao.
[Paper] [Code]

[SIGIR 2021] Counterfactual data-augmented sequential recommendation
Zhenlei Wang*, Jingsen Zhang*, Hongteng Xu, Xu Chen, Yongfeng Zhang, Wayne Xin Zhao, Ji-Rong Wen.
[Paper]
* Equal Contribution