Xiaoyu Du

National University of Singapore

Email: duxy.me [at] gmail.com

Xiaoyu Du is currently a research fellow in the NeXT center of National University of Singapore. He was an assistant professor in Chengdu University of Information Technology. He received his Ph.D. degree in computer science and technology from University of Electronic Science and Technology of China supervised by Prof. Jinhui Tang, and M.E. degree in computer software and theory and B.S. degree in computer science and technology from Beijing Normal University supervised by Prof. Su Feng. His research interests include recommender systems, machine learning, multimedia, and deepfakes.

Publications



pdf
How to Learn Item Representation for Cold-Start Multimedia Recommendation?
Xiaoyu Du, Xiang Wang, Xiangnan He, Zechao Li, Jinhui Tang & Tat-Seng Chua.
MM 2020    Codes

pdf
Deep Supervised Feature Selection for Social Relationship Recognition
Mengyin Wang, Xiaoyu Du, Xiangbo Shu, Xun Wang, Jinhui Tang.
PRL 2020   

pdf
Learning to Match on Graph for Fashion Compatibility Modeling
Xun Yang, Xiaoyu Du & Meng Wang.
AAAI 2020 (Co-first Author)  

pdf
Cauchy Matrix Factorization for Tag-based Social Image Retrieval
Xiaoyu Du, Qiuli Liu, Zechao Li, Zhiguang Qin, & Jinhui Tang.
IEEE Access 2019   

pdf
Modeling Embedding Dimension Correlations via Convolutional Neural Collaborative Filtering
Xiaoyu Du, Xiangnan He, Fajie Yuan, Jinhui Tang, Zhiguang Qin & Tat-Seng Chua.
ACM Transactions on Information Systems (TOIS 2019)    Codes

pdf
Progressive Image Enhancement under Aesthetic Guidance
Xiaoyu Du, Xun Yang, Zhiguang Qin & Jinhui Tang.
ICMR 2019   

pdf
Fast Matrix Factorization with Non-Uniform Weights on Missing Data
Xiangnan He, Jinhui Tang, Xiaoyu Du, Richang Hong, Tongwei Ren & Tat-Seng Chua.
IEEE Transactions on Neural Networks and Learning Systems (TNNLS 2019)    Codes   

pdf
Adversarial Training Towards Robust Multimedia Recommender System
Jinhui Tang, Xiaoyu Du, Xiangnan He, Fajie Yuan, Qi Tian & Tat-Seng Chua.
IEEE Transactions on Knowledge and Data Engineering (TKDE 2019)   Codes   

pdf
Adversarial Personalized Ranking for Recommendation
Xiangnan He, Zhankui He, Xiaoyu Du & Tat-Seng Chua
SIGIR 2018 (Full, Accept rate: 21%)    Codes   Slides   

pdf
Outer Product-based Neural Collaborative Filtering
Xiangnan He, Xiaoyu Du, Xiang Wang, Feng Tian, Jinhui Tang & Tat-Seng Chua.
IJCAI 2018 (Full, Accept rate: 20.5%)    Codes   Slides  

pdf
Wheel: Accelerating CNNs with Distributed GPUs via Hybrid Parallelism and Alternate Strategy
Xiaoyu Du, Jinhui Tang, Zechao Li & Zhiguang Qin.
MM 2017 (Full)    Codes

pdf
Captioning Videos Using Large-Scale Image Corpus
Xiao-Yu Du, Yang Yang, Liu Yang, Fu-Min Shen, Zhi-Guang Qin, Jin-Hui Tang.
Journal of Computer Science and Technology

Professional Services

PC Member for ACM International Conference on Multimedia (MM)
PC Member for International Joint Conference on Artificial Intelligence (IJCAI)
PC Member for IEEE International Conference on Multimedia and Expo (ICME)
Invited Reviewer for Transactions on Knowledge and Data Engineering (TKDE)
Invited Reviewer for Neurocomputing
Invited Reviewer for Pattern Recognition Letters (PRL)
Invited Reviewer for IEEE Intelligent Systems
Invited Reviewer for Multimedia Systems Journal (MMSJ)

Teaching

Data Structure
Algorithms for Programming Competitions
Operating System
Web Enterprise Applications (Java)
Object-Oriented Programming (C++)

Last update: August 16, 2018. Webpage template borrows from Xiangnan He and Weinan Zhang.