Yinwei is a research fellow in NExT++, School of Computing, National University of Singapore. His research interests include multimodal computing, information retrieval, and recommender system, particular in multimedia personalized recommendation. Moreover, he has served as the PC member for ACM MM, AAAI, WSDM and IJCAI conference, and the invited reviewer for prestigious journals including IEEE TPAMI, TIP, TKDE, and TMM.

If you are a Undergraduate / Master / PhD student who is interested in doing research/project with me, please contact me via email with your CV. My current email address is weiyinwei AT hotmail.

Publications

In the Year of 2022:

pdf	Causal Inference for Knowledge Graph based Recommendation Yinwei Wei, Xiang Wang, Liqiang Nie, Shaoyu Li & Tat-Seng Chua IEEE Transactions on Knowledge and Data Engineering   • Codes&Data

pdf	Multi-queue Momentum Contrast for Microvideo-Product Retrieval Yali Du Yinwei Wei, Wei Ji, Fan Liu, Xin Luo & Liqiang Nie ACM Web Search and Data Mining Conference   • Codes&Data

pdf	Breaking Isolation: Multimodal Graph Fusion for Multimedia Recommendation by Edge-wise Modulation Feiyu Chen, Junjie Wang, Yinwei Wei, Hai-Tao Zheng & Jie Shao ACM Multimedia Conference 2022 (Full)   • Codes&Data

pdf	Micro-video Tagging via Jointly Modeling Social Influence and Tag Relation Xiao Wang, Tian Gan, Yinwei Wei, Jianlong Wu, Dai Meng & Liqiang Nie ACM Multimedia Conference 2022 (Full)   • Codes&Data

pdf	Privacy-Preserving Synthetic Data Generation for Recommendation Systems Fan Liu, Zhiyong Cheng, Huilin Chen, Yinwei Wei, Liqiang Nie & Mohan Kankanhalli ACM SIGIR Conference on Research and Development in Information Retrieval 2021 (Full)   • Codes&Data

pdf	Multimedia recommender systems: Algorithms and challenges Yashar Deldjoo, Markus Schedl, Balázs Hidasi, Yinwei Wei & Xiangnan He Recommender Systems Handbook   • Codes&Data

pdf	HS-GCN: Hamming Spatial Graph Convolutional Networks for Recommendation Han Liu, Yinwei Wei, Jianhua Yin & Liqiang Nie IEEE Transations on Knowledge and Data Engineering   • Codes&Data

pdf	DBiased-P: Dual-Biased Predicate Predictor for Unbiased Scene Graph Generation Xianjing Han, Xuemeng Song, Xingning Dong, Yinwei Wei, Meng Liu & Liqiang Nie IEEE Transactions on Multimedia   • Codes&Data

pdf	Siamese Alignment Network for Weakly Supervised Video Moment Retrieval Yunxiao Wang, Meng Liu, Yinwei Wei, Zhiyong Cheng, Yinglong Wang & Liqiang Nie IEEE Transactions on Multimedia   • Codes&Data

pdf	Dual Preference Distribution Learning for Item Recommendation Xue Dong, Xuemeng Song, Na Zheng, Yinwei Wei, & Zhongzhou Zhao ACM Transactions on Information Systems   • Codes&Data

pdf	Joint Answering and Explanation for Visual Commonsense Reasoning Zhenyang Li, Yangyang Guo, Kejie Wang, Yinwei Wei, Liqiang Nie & Mohan Kankanhalli Under review   • Codes&Data

pdf	Semantic-aware Modular Capsule Routing for Visual Question Answering Yudong Han, Jianhua Yin, Jianlong Wu, Yinwei Wei & Liqiang Nie Under review   • Codes&Data

In the Year of 2021:

pdf	Contrastive Learning for Cold-Start Recommendation Yinwei Wei, Xiang Wang, Qi Li, Liqiang Nie, Yan Li, Xuanping Li & Tat-Seng Chua ACM Multimedia Conference 2021 (Full)   • Codes&Data

pdf	Hierarchical User Intent Graph Network for Multimedia Recommendation Yinwei Wei, Xiang Wang, Xiangnan He, Liqiang Nie, Yong Rui & Tat-Seng Chua IEEE Transations on Multimedia   • Codes&Data

pdf	DualGNN: Dual Graph Neural Network for Multimedia Recommendation Qifan Wang, Yinwei Wei, Jianhua Yin, Jianlong Wu, Xuemeng Song & Liqiang Nie IEEE Transactions on Multimedia   • Codes&Data

pdf	Modality-Oriented Graph Learning Toward Outfit Compatibility Modeling Xuemeng Song, Shiting Fang, Xiaolin Chen, Yinwei Wei, Zhongzhou Zhao & Liqiang Nie IEEE Transactions on Multimedia   • Codes&Data

pdf	Selective Dependency Aggregation for Action Classification Yi Tan, Yanbin Hao, Xiangnan He, Yinwei Wei, & Xun Yang ACM Multimedia Conference 2021 (Full)   • Codes&Data

In the Year of 2020:

pdf	Graph-Refined Convolutional Network for Multimedia Recommendation with Implicit Feedback Yinwei Wei, Xiang Wang, Xiangnan He, Liqiang Nie & Tat-Seng Chua ACM Multimedia Conference 2020 (Full)   • Codes&Data

pdf	What Aspect Do You Like: Multi-scale Time-aware User Interest Modeling for Micro-video Recommendation Jiang Hao, Wenjie Wang, Yinwei Wei, Zan Gao, Yinglong Wang & Liqiang Nie ACM Multimedia Conference 2020 (Full)   • Codes&Data

pdf	Personalized Item Recommendation for Second-hand Trading Platform Xuzheng Yu, Tian Gan, Yinwei Wei, Zhiyong Cheng & Liqiang Nie ACM Multimedia Conference 2020 (Full)   • Codes

pdf	MGAT: Multimodal Graph Attention Network for Recommendation Zhulin Tao, Yinwei Wei, Xiang Wang, Xiangnan He, Xianglin Huang & Tat-Seng Chua Information Processing & Management   • Codes

In the Year of 2019:

pdf	Neural Multimodal Cooperative Learning Towards Micro-video Understanding Yinwei Wei, Xiang Wang, Weili Guan, Liqiang Nie, Zhouchen Lin & Baoquan Chen IEEE Transactions on Image Processing   • Codes&Data

pdf	MMGCN: Multi-modal Graph Convolution Network for Personalized Recommendation of Micro-video Yinwei Wei, Xiang Wang, Liqiang Nie, Xiangnan He, Richang Hong & Tat-Seng Chua ACM Multimedia Conference 2019 (Full)   • Codes&Data

pdf	Personalized Hashtag Recommendation for Micro-videos Yinwei Wei, Zhiyong Cheng, Xuzheng Yu, Zhou Zhao, Lei Zhu & Liqiang Nie ACM Multimedia Conference 2019 (Full)   • Codes&Data

Honors

Outstanding Doctoral Theis Reward in ACM SIGMM China, 2021 Outstanding Doctoral Theis Reward in Shandong Conference on Artificial Intelligence, 2021 Outstanding Reviewer Reward in IEEE Transactions on Multimedia First Class Doctoral Academic Scholarship at Shandong University, 2019 Huawei Scholarship at Shandong University, 2019 Doctoral Academic Scholarship at Shandong University, 2018 ACM MM 19 Student Travel Grant, 2019 Tianjin University Scholarship, 2011-2013

Patent

A neural network based multi - modal cooperative learning method and device zl201810697764.9    - Yinwei Wei, Xiang Wang, Xuemeng Song, Yinglong Wang & Liqiang Nie

multi-modal graph convolution network based personalized recommendation method and system of micro-video zl201910606172.6    - Yinwei Wei, Xiang Wang, Liqiang Nie, Meng Liu, Weifeng Liu, Zan Gao & Wei Liu

A micro-video hashtag personalized recommendation method and system zl201910606153.3    - Yinwei Wei, Liqiang Nie, Zhiyong Cheng, Xuzheng Yu, Da Cao, Tian Gan & Wei Liu

Invited Talks

Causal Inference for Knowledge Graph based Recommendation    - Virtual, Communication University of China, August 27, 2022

Contrastive Learning for Cold-Start Recommendation    - Chengdu, China, October 22, 2021

Graph-Refined Convolutional Network for Multimedia Recommendation with Implicit Feedback    - Seattle, United States, October 13, 2020

MMGCN: Multi-modal Graph Convolution Network for Personalized Recommendation of Micro-video    - Nice, France, October 23, 2019

Personalized Hashtag Recommendation for Micro-videos    - Nice, France, October 23, 2019