Information Retrieval · Computer Science
MMGRec: Multimodal Generative Recommendation with Transformer Model
Han Liu, Yinwei Wei, Xuemeng Song, Weili Guan +2
2026-01-15
Information Retrieval · Computer Science
UniRec: Unified Multimodal Encoding for LLM-Based Recommendations
Zijie Lei, Tao Feng, Zhigang Hua, Yan Xie +4
2026-05-01
Information Retrieval · Computer Science
Unifying Inductive, Cross-Domain, and Multimodal Learning for Robust and Generalizable Recommendation
Chanyoung Chung, Kyeongryul Lee, Sunbin Park, Joyce Jiyoung Whang
2025-10-28
Information Retrieval · Computer Science
Gated Multimodal Graph Learning for Personalized Recommendation
Sibei Liu, Yuanzhe Zhang, Xiang Li, Yunbo Liu +2
2025-06-03
Information Retrieval · Computer Science
AlignRec: Aligning and Training in Multimodal Recommendations
Yifan Liu, Kangning Zhang, Xiangyuan Ren, Yanhua Huang +6
2024-08-02
Information Retrieval · Computer Science
A Comprehensive Survey on Multimodal Recommender Systems: Taxonomy, Evaluation, and Future Directions
Hongyu Zhou, Xin Zhou, Zhiwei Zeng, Lingzi Zhang +1
2023-02-10
Information Retrieval · Computer Science
MACRec: a Multi-Agent Collaboration Framework for Recommendation
Zhefan Wang, Yuanqing Yu, Wendi Zheng, Weizhi Ma +1
2024-11-04
Information Retrieval · Computer Science
Hypercomplex Prompt-aware Multimodal Recommendation
Zheyu Chen, Jinfeng Xu, Hewei Wang, Shuo Yang +2
2025-08-15
Information Retrieval · Computer Science
Multimodal Enhancement of Sequential Recommendation
Bucher Sahyouni, Matthew Vowels, Liqun Chen, Simon Hadfield
2026-02-10
Information Retrieval · Computer Science
Causality-Inspired Fair Representation Learning for Multimodal Recommendation
Weixin Chen, Li Chen, Yongxin Ni, Yuhan Zhao
2025-06-12
Information Retrieval · Computer Science
AutoRec: An Automated Recommender System
Ting-Hsiang Wang, Qingquan Song, Xiaotian Han, Zirui Liu +2
2020-07-15
Information Retrieval · Computer Science
MLLMRec: A Preference Reasoning Paradigm with Graph Refinement for Multimodal Recommendation
Yuzhuo Dang, Xin Zhang, Zhiqiang Pan, Yuxiao Duan +3
2026-01-27
Information Retrieval · Computer Science
Multi-Modality is All You Need for Transferable Recommender Systems
Youhua Li, Hanwen Du, Yongxin Ni, Pengpeng Zhao +3
2023-12-19
Information Retrieval · Computer Science
EasyRec: An easy-to-use, extendable and efficient framework for building industrial recommendation systems
Mengli Cheng, Yue Gao, Guoqiang Liu, HongSheng Jin +1
2022-09-27
Information Retrieval · Computer Science
A Data-Centric Multi-Objective Learning Framework for Responsible Recommendation Systems
Xu Huang, Jianxun Lian, Hao Wang, Defu Lian +1
2023-10-23
Information Retrieval · Computer Science
LGMRec: Local and Global Graph Learning for Multimodal Recommendation
Zhiqiang Guo, Jianjun Li, Guohui Li, Chaoyang Wang +2
2024-04-19
Information Retrieval · Computer Science
Multimodal Recommender Systems: A Survey
Qidong Liu, Jiaxi Hu, Yutian Xiao, Xiangyu Zhao +4
2024-09-05
Information Retrieval · Computer Science
Does Multimodality Improve Recommender Systems as Expected? A Critical Analysis and Future Directions
Hongyu Zhou, Yinan Zhang, Aixin Sun, Zhiqi Shen
2025-08-08
Information Retrieval · Computer Science
DReX: An Explainable Deep Learning-based Multimodal Recommendation Framework
Adamya Shyam, Venkateswara Rao Kagita, Bharti Rana, Vikas Kumar
2026-02-24
Information Retrieval · Computer Science
A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions
Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li +4
2025-02-25
Information Retrieval · Computer Science
ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models
Bo Ma, LuYao Liu, ZeHua Hu, Simon Lau
2025-11-20
Information Retrieval · Computer Science
Training-free Adjustable Polynomial Graph Filtering for Ultra-fast Multimodal Recommendation
Yu-Seung Roh, Joo-Young Kim, Jin-Duk Park, Won-Yong Shin
2026-03-25