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A Fusion-Denoising Attack on InstaHide with Data Augmentation


May 17, 2021
Xinjian Luo, Xiaokui Xiao, Yuncheng Wu, Juncheng Liu, Beng Chin Ooi

* 9 pages 

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Exploiting Explanations for Model Inversion Attacks


Apr 26, 2021
Xuejun Zhao, Wencan Zhang, Xiaokui Xiao, Brian Y. Lim


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Effective and Scalable Clustering on Massive Attributed Graphs


Feb 07, 2021
Renchi Yang, Jieming Shi, Yin Yang, Keke Huang, Shiqi Zhang, Xiaokui Xiao

* This is the full version of the paper appearing in TheWebConf 2021. The DOI assigned: https://doi.org/10.1145/3442381.3449875 

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Active Learning for Node Classification: The Additional Learning Ability from Unlabelled Nodes


Dec 13, 2020
Juncheng Liu, Yiwei Wang, Bryan Hooi, Renchi Yang, Xiaokui Xiao


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Feature Inference Attack on Model Predictions in Vertical Federated Learning


Oct 20, 2020
Xinjian Luo, Yuncheng Wu, Xiaokui Xiao, Beng Chin Ooi

* 12 pages 

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Privacy Preserving Vertical Federated Learning for Tree-based Models


Aug 14, 2020
Yuncheng Wu, Shaofeng Cai, Xiaokui Xiao, Gang Chen, Beng Chin Ooi

* Proc. VLDB Endow. 13(11): 2090-2103 (2020) 

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MOTS: Minimax Optimal Thompson Sampling


Mar 03, 2020
Tianyuan Jin, Pan Xu, Jieming Shi, Xiaokui Xiao, Quanquan Gu

* 17 pages, 2 figures 

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Double Explore-then-Commit: Asymptotic Optimality and Beyond


Feb 21, 2020
Tianyuan Jin, Pan Xu, Xiaokui Xiao, Quanquan Gu

* 26 pages 

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Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs


Feb 19, 2020
Jieming Shi, Tianyuan Jin, Renchi Yang, Xiaokui Xiao, Yin Yang

* To appear in PVLDB 2020 

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Collecting and Analyzing Multidimensional Data with Local Differential Privacy


Jun 28, 2019
Ning Wang, Xiaokui Xiao, Yin Yang, Jun Zhao, Siu Cheung Hui, Hyejin Shin, Junbum Shin, Ge Yu

* 12-Page Full Paper in Proceedings of the 2019 IEEE International Conference on Data Engineering (ICDE). arXiv admin note: text overlap with arXiv:1606.05053 

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Homogeneous Network Embedding for Massive Graphs via Personalized PageRank


Jun 17, 2019
Renchi Yang, Jieming Shi, Xiaokui Xiao, Sourav S. Bhowmick, Yin Yang

* 14 pages, 7 figures 

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Privacy-preserving Stochastic Gradual Learning


Sep 30, 2018
Bo Han, Ivor W. Tsang, Xiaokui Xiao, Ling Chen, Sai-fu Fung, Celina P. Yu


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Recursive Neural Conditional Random Fields for Aspect-based Sentiment Analysis


Sep 19, 2016
Wenya Wang, Sinno Jialin Pan, Daniel Dahlmeier, Xiaokui Xiao


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