activity
20182024
most citedUser-Centric Conversational Recommendation with Multi-Aspect User Modeling

62 citations · 198 across the 12 of their papers we have counts for

collaborators

19 papers

cs.IR2024

ID-centric Pre-training for Recommendation

Yiqing Wu, Ruobing Xie, Zhao Zhang +5

Classical sequential recommendation models generally adopt ID embeddings to store knowledge learned from user historical behaviors and represent items. However, these unique IDs ar…

cs.CL2022

Prompt Tuning for Discriminative Pre-trained Language Models

Yuan Yao, Bowen Dong, Ao Zhang +6

Recent works have shown promising results of prompt tuning in stimulating pre-trained language models (PLMs) for natural language processing (NLP) tasks. However, to the best of ou…

cs.IR202262 cited

User-Centric Conversational Recommendation with Multi-Aspect User Modeling

Shuokai Li, Ruobing Xie, Yongchun Zhu +3

Conversational recommender systems (CRS) aim to provide highquality recommendations in conversations. However, most conventional CRS models mainly focus on the dialogue understandi…

cs.IR2022

Multi-view Multi-behavior Contrastive Learning in Recommendation

Yiqing Wu, Ruobing Xie, Yongchun Zhu +6

Multi-behavior recommendation (MBR) aims to jointly consider multiple behaviors to improve the target behavior's performance. We argue that MBR models should: (1) model the coarse-…

cs.IR202126 cited

USER: A Unified Information Search and Recommendation Model based on Integrated Behavior Sequence

Jing Yao, Zhicheng Dou, Ruobing Xie +3

Search and recommendation are the two most common approaches used by people to obtain information. They share the same goal -- satisfying the user's information need at the right t…

cs.IR202140 cited

Learning to Expand Audience via Meta Hybrid Experts and Critics for Recommendation and Advertising

Yongchun Zhu, Yudan Liu, Ruobing Xie +6

In recommender systems and advertising platforms, marketers always want to deliver products, contents, or advertisements to potential audiences over media channels such as display,…