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DPIS: An Enhanced Mechanism for Differentially Private SGD with Importance Sampling


Oct 19, 2022
Jianxin Wei, Ergute Bao, Xiaokui Xiao, Yin Yang

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* Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security (CCS '22) 
* A short version of this paper will appear in CCS 2022 

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MGNNI: Multiscale Graph Neural Networks with Implicit Layers


Oct 15, 2022
Juncheng Liu, Bryan Hooi, Kenji Kawaguchi, Xiaokui Xiao

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* NeurIPS 2022 

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Sense The Physical, Walkthrough The Virtual, Manage The Metaverse: A Data-centric Perspective


Jun 14, 2022
Beng Chin Ooi, Kian-Lee Tan, Anthony Tung, Gang Chen, Mike Zheng Shou, Xiaokui Xiao, Meihui Zhang

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Finite-Time Regret of Thompson Sampling Algorithms for Exponential Family Multi-Armed Bandits


Jun 07, 2022
Tianyuan Jin, Pan Xu, Xiaokui Xiao, Anima Anandkumar

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* 49 pages 

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Dangling-Aware Entity Alignment with Mixed High-Order Proximities


May 05, 2022
Juncheng Liu, Zequn Sun, Bryan Hooi, Yiwei Wang, Dayiheng Liu, Baosong Yang, Xiaokui Xiao, Muhao Chen

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* NAACL 2022 (Findings) 

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Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation?


May 01, 2022
Héber H. Arcolezi, Jean-François Couchot, Denis Renaud, Bechara Al Bouna, Xiaokui Xiao

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* Final version accepted in the journal Neural Computing and Applications (soon to be updated with DOI) 

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EIGNN: Efficient Infinite-Depth Graph Neural Networks


Feb 22, 2022
Juncheng Liu, Kenji Kawaguchi, Bryan Hooi, Yiwei Wang, Xiaokui Xiao

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* NeurIPS 2021 Camera Ready 

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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

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* 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

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* 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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