VIP5: Towards Multimodal Foundation Models for Recommendation

23 May 2023

Juntao Tan

Papers citing "VIP5: Towards Multimodal Foundation Models for Recommendation"

45 / 45 papers shown

Title
RAGAR: Retrieval Augment Personalized Image Generation Guided by Recommendation Run Ling W. Wang Yuting Liu G. Guo Linying Jiang Xingwei Wang DiffM 45 0 0 03 May 2025
The 1st EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval Junchen Fu Xuri Ge Xin Xin Haitao Yu Yue Feng Alexandros Karatzoglou Ioannis Arapakis Joemon M. Jose OffRL 21 3 0 21 Apr 2025
BBQRec: Behavior-Bind Quantization for Multi-Modal Sequential Recommendation Kaiyuan Li Rui Xiang Yong Bai Yongxiang Tang Yanhua Cheng Xialong Liu Peng Jiang Kun Gai 29 0 0 09 Apr 2025
User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems Jianling Wang Yifan Liu Yinghao Sun Xuejian Ma Yueqi Wang ... Onkar Dalal Ed Chi Lichan Hong Ningren Han Haokai Lu 24 0 0 07 Apr 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 74 19 0 17 Jan 2025
Break the ID-Language Barrier: An Adaption Framework for Sequential Recommendation Xiaohan Yu Li Zhang Xin Zhao Yue Wang 61 2 0 27 Nov 2024
Generative Timelines for Instructed Visual Assembly Alejandro Pardo Jui-hsien Wang Bernard Ghanem Josef Sivic Bryan C. Russell Fabian Caba Heilbron VGen 62 0 0 19 Nov 2024
Efficient and Effective Adaptation of Multimodal Foundation Models in Sequential Recommendation Junchen Fu Xuri Ge Xin Xin Alexandros Karatzoglou Ioannis Arapakis Kaiwen Zheng Yongxin Ni J. Jose 23 0 0 05 Nov 2024
Triple Modality Fusion: Aligning Visual, Textual, and Graph Data with Large Language Models for Multi-Behavior Recommendations Luyi Ma Xiaohan Li Zezhong Fan Kai Zhao Jianpeng Xu Praveen Kanumala Kaushiki Nag Sushant Kumar Sushant Kumar Kannan Achan 35 4 0 16 Oct 2024
Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation Jiachen Zhu Jianghao Lin Xinyi Dai Bo Chen Rong Shan Jieming Zhu Ruiming Tang Yong Yu Weinan Zhang OffRL 43 1 0 07 Aug 2024
Modality-Balanced Learning for Multimedia Recommendation Jinghao Zhang Guofan Liu Qiang Liu Shu Wu Liang Wang 19 5 0 26 Jul 2024
On Softmax Direct Preference Optimization for Recommendation Yuxin Chen Junfei Tan An Zhang Zhengyi Yang Leheng Sheng Enzhi Zhang Xiang Wang Tat-Seng Chua 29 23 0 13 Jun 2024
GraphFM: A Comprehensive Benchmark for Graph Foundation Model Yuhao Xu Xinqi Liu Keyu Duan Yi Fang Yu-Neng Chuang Daochen Zha Qiaoyu Tan AI4CE 20 1 0 12 Jun 2024
Large Language Models Make Sample-Efficient Recommender Systems Jianghao Lin Xinyi Dai Rong Shan Bo Chen Ruiming Tang Yong Yu Weinan Zhang 30 5 0 04 Jun 2024
A Survey of Latent Factor Models in Recommender Systems Hind I. Alshbanat Hafida Benhidour Said Kerrache LRM BDL 24 0 0 28 May 2024
LLMs for User Interest Exploration in Large-scale Recommendation Systems Jianling Wang Haokai Lu Yifan Liu He Ma Yueqi Wang ... Ningren Han Shuchao Bi Lexi Baugher Ed H. Chi Minmin Chen 32 5 0 25 May 2024
RecGPT: Generative Pre-training for Text-based Recommendation Hoang Ngo Dat Quoc Nguyen LRM 27 5 0 21 May 2024
DisCo: Towards Harmonious Disentanglement and Collaboration between Tabular and Semantic Space for Recommendation Kounianhua Du Jizheng Chen Jianghao Lin Yunjia Xi Hangyu Wang Xinyi Dai Bo Chen Ruiming Tang Weinan Zhang 27 7 0 20 May 2024
A Survey of Generative Search and Recommendation in the Era of Large Language Models Yongqi Li Xinyu Lin Wenjie Wang Fuli Feng Liang Pang Wenjie Li Liqiang Nie Xiangnan He Tat-Seng Chua 3DV LRM 46 7 0 25 Apr 2024
FineRec:Exploring Fine-grained Sequential Recommendation Xiaokun Zhang Bo Xu Youlin Wu Yuan Zhong Hongfei Lin Fenglong Ma 17 7 0 19 Apr 2024
PMG : Personalized Multimodal Generation with Large Language Models Xiao-Na Shen Rui Zhang Xiaoyan Zhao Jieming Zhu Xi Xiao 24 13 0 07 Apr 2024
IISAN: Efficiently Adapting Multimodal Representation for Sequential Recommendation with Decoupled PEFT Junchen Fu Xuri Ge Xin Xin Alexandros Karatzoglou Ioannis Arapakis Jie Wang Joemon M. Jose 30 17 0 02 Apr 2024
IDGenRec: LLM-RecSys Alignment with Textual ID Learning Juntao Tan Shuyuan Xu Wenyue Hua Yingqiang Ge Zelong Li Yongfeng Zhang 41 22 0 27 Mar 2024
Towards Unified Multi-Modal Personalization: Large Vision-Language Models for Generative Recommendation and Beyond Tianxin Wei Bowen Jin Ruirui Li Hansi Zeng Zhengyang Wang ... Qingyu Yin Hanqing Lu Suhang Wang Jingrui He Xianfeng Tang 33 15 0 15 Mar 2024
Wukong: Towards a Scaling Law for Large-Scale Recommendation Buyun Zhang Liang Luo Yuxin Chen Jade Nie Xi Liu ... Guna Lakshminarayanan Ellie Wen Jongsoo Park Maxim Naumov Wenlin Chen ALM 19 18 0 04 Mar 2024
Multi-view Intent Learning and Alignment with Large Language Models for Session-based Recommendation Shutong Qiao Chen Gao Junhao Wen Wei Zhou Qun Luo Peixuan Chen Yong Li 19 1 0 21 Feb 2024
Rec-GPT4V: Multimodal Recommendation with Large Vision-Language Models Yuqing Liu Yu Wang Lichao Sun Philip S. Yu 12 6 0 13 Feb 2024
RA-Rec: An Efficient ID Representation Alignment Framework for LLM-based Recommendation Xiaohan Yu Li Zhang Xin Zhao Yue Wang Zhongrui Ma 36 6 0 07 Feb 2024
ClickPrompt: CTR Models are Strong Prompt Generators for Adapting Language Models to CTR Prediction Jianghao Lin Bo Chen Hangyu Wang Yunjia Xi Yanru Qu Xinyi Dai Kangning Zhang Ruiming Tang Yong Yu Weinan Zhang 53 30 0 13 Oct 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 27 67 0 03 Sep 2023
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation Jianghao Lin Rongjie Shan Chenxu Zhu Kounianhua Du Bo Chen Shigang Quan Ruiming Tang Yong Yu Weinan Zhang LRM 21 79 0 22 Aug 2023
Language is All a Graph Needs Ruosong Ye Caiqi Zhang Runhui Wang Shuyuan Xu Yongfeng Zhang AI4CE 45 150 0 14 Aug 2023
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 22 195 0 09 Jun 2023
HiCLIP: Contrastive Language-Image Pretraining with Hierarchy-aware Attention Shijie Geng Jianbo Yuan Yu Tian Yuxiao Chen Yongfeng Zhang CLIP VLM 41 44 0 06 Mar 2023
Fairness in Recommendation: Foundations, Methods and Applications Yunqi Li H. Chen Shuyuan Xu Yingqiang Ge Juntao Tan Shuchang Liu Yongfeng Zhang FaML OffRL 93 41 0 26 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
Pix2seq: A Language Modeling Framework for Object Detection Ting-Li Chen Saurabh Saxena Lala Li David J. Fleet Geoffrey E. Hinton MLLM ViT VLM 233 341 0 22 Sep 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 322 2,249 0 02 Sep 2021
Mining Latent Structures for Multimedia Recommendation Jinghao Zhang Yanqiao Zhu Qiang Liu Shu Wu Shuhui Wang Liang Wang BDL 56 181 0 19 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Mohit Bansal MLLM 249 518 0 04 Feb 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020