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Learning on Attribute-Missing Graphs

Nov 03, 2020
Xu Chen, Siheng Chen, Jiangchao Yao, Huangjie Zheng, Ya Zhang, Ivor W Tsang

* This paper is to appear in IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (TPAMI), 2020 

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Decoupled Variational Embedding for Signed Directed Networks

Aug 28, 2020
Xu Chen, Jiangchao Yao, Maosen Li, Ya zhang, Yanfeng Wang

* This paper is accepted by ACM Transactions on the WEB, 2019 

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Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific Networks

Aug 28, 2019
Yuting Ye, Xuwu Wang, Jiangchao Yao, Kunyang Jia, Jingren Zhou, Yanghua Xiao, Hongxia Yang

* 25 pages, 5 figures, 10 tables. CIKM 2019 

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Node Attribute Generation on Graphs

Jul 23, 2019
Xu Chen, Siheng Chen, Huangjie Zheng, Jiangchao Yao, Kenan Cui, Ya Zhang, Ivor W. Tsang


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Safeguarded Dynamic Label Regression for Generalized Noisy Supervision

Mar 06, 2019
Jiangchao Yao, Ya Zhang, Ivor W. Tsang, Jun Sun

* Submitted to Transactions on Image Processing 

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How does Disagreement Help Generalization against Label Corruption?

Jan 26, 2019
Xingrui Yu, Bo Han, Jiangchao Yao, Gang Niu, Ivor W. Tsang, Masashi Sugiyama


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How Does Disagreement Benefit Co-teaching?

Jan 14, 2019
Xingrui Yu, Bo Han, Jiangchao Yao, Gang Niu, Ivor W. Tsang, Masashi Sugiyama


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Masking: A New Perspective of Noisy Supervision

Oct 31, 2018
Bo Han, Jiangchao Yao, Gang Niu, Mingyuan Zhou, Ivor Tsang, Ya Zhang, Masashi Sugiyama

* NIPS 2018 camera-ready version 

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Pumpout: A Meta Approach for Robustly Training Deep Neural Networks with Noisy Labels

Sep 28, 2018
Bo Han, Gang Niu, Jiangchao Yao, Xingrui Yu, Miao Xu, Ivor Tsang, Masashi Sugiyama


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Understanding VAEs in Fisher-Shannon Plane

Sep 25, 2018
Huangjie Zheng, Jiangchao Yao, Ya Zhang, Ivor W. Tsang, Jia Wang


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Degeneration in VAE: in the Light of Fisher Information Loss

Sep 25, 2018
Huangjie Zheng, Jiangchao Yao, Ya Zhang, Ivor W. Tsang


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Variational Collaborative Learning for User Probabilistic Representation

Sep 22, 2018
Kenan Cui, Xu Chen, Jiangchao Yao, Ya Zhang

* 8 pages, 4 figures 

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Variational Composite Autoencoders

Apr 12, 2018
Jiangchao Yao, Ivor Tsang, Ya Zhang


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Collaborative Learning for Weakly Supervised Object Detection

Feb 10, 2018
Jiajie Wang, Jiangchao Yao, Ya Zhang, Rui Zhang


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Deep Learning from Noisy Image Labels with Quality Embedding

Nov 02, 2017
Jiangchao Yao, Jiajie Wang, Ivor Tsang, Ya Zhang, Jun Sun, Chengqi Zhang, Rui Zhang

* Under review for Transactions on Image Processing 

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