activity
20182022
most citedModeling Embedding Dimension Correlations via Convolutional Neural Collaborative Filtering

5 citations · 9 across the 2 of their papers we have counts for

collaborators

6 papers

cs.CV20224 cited

BiSTNet: Semantic Image Prior Guided Bidirectional Temporal Feature Fusion for Deep Exemplar-based Video Colorization

Yixin Yang, Zhongzheng Peng, Xiaoyu Du +3

How to effectively explore the colors of reference exemplars and propagate them to colorize each frame is vital for exemplar-based video colorization. In this paper, we present an…

cs.IR20195 cited

Modeling Embedding Dimension Correlations via Convolutional Neural Collaborative Filtering

Xiaoyu Du, Xiangnan He, Fajie Yuan +3

As the core of recommender system, collaborative filtering (CF) models the affinity between a user and an item from historical user-item interactions, such as clicks, purchases, an…

cs.IR2018

Fast Matrix Factorization with Non-Uniform Weights on Missing Data

Xiangnan He, Jinhui Tang, Xiaoyu Du +3

Matrix factorization (MF) has been widely used to discover the low-rank structure and to predict the missing entries of data matrix. In many real-world learning systems, the data m…

cs.IR2018

Adversarial Training Towards Robust Multimedia Recommender System

Jinhui Tang, Xiaoyu Du, Xiangnan He +3

With the prevalence of multimedia content on the Web, developing recommender solutions that can effectively leverage the rich signal in multimedia data is in urgent need. Owing to…

cs.IR2018

Outer Product-based Neural Collaborative Filtering

Xiangnan He, Xiaoyu Du, Xiang Wang +3

In this work, we contribute a new multi-layer neural network architecture named ONCF to perform collaborative filtering. The idea is to use an outer product to explicitly model the…

cs.IR2018

Adversarial Personalized Ranking for Recommendation

Xiangnan He, Zhankui He, Xiaoyu Du +1

Item recommendation is a personalized ranking task. To this end, many recommender systems optimize models with pairwise ranking objectives, such as the Bayesian Personalized Rankin…