Search Results for author: Shuai Zhou

Found 5 papers, 0 papers with code

Boosting Model Inversion Attacks with Adversarial Examples

no code implementations24 Jun 2023 Shuai Zhou, Tianqing Zhu, Dayong Ye, Xin Yu, Wanlei Zhou

Hence, in this paper, we propose a new training paradigm for a learning-based model inversion attack that can achieve higher attack accuracy in a black-box setting.

Label-only Model Inversion Attack: The Attack that Requires the Least Information

no code implementations13 Mar 2022 Dayong Ye, Tianqing Zhu, Shuai Zhou, Bo Liu, Wanlei Zhou

In launching a contemporary model inversion attack, the strategies discussed are generally based on either predicted confidence score vectors, i. e., black-box attacks, or the parameters of a target model, i. e., white-box attacks.

Fed-EINI: An Efficient and Interpretable Inference Framework for Decision Tree Ensembles in Federated Learning

no code implementations20 May 2021 Xiaolin Chen, Shuai Zhou, Bei guan, Kai Yang, Hao Fan, Hu Wang, Yongji Wang

With this key observation, we protect data privacy and allow the disclosure of feature meaning by concealing decision paths and adapt a communication-efficient secure computation method for inference outputs.

BIG-bench Machine Learning Privacy Preserving +1

Multi-Modality Fusion based on Consensus-Voting and 3D Convolution for Isolated Gesture Recognition

no code implementations21 Nov 2016 Jiali Duan, Shuai Zhou, Jun Wan, Xiaoyuan Guo, Stan Z. Li

Recently, the popularity of depth-sensors such as Kinect has made depth videos easily available while its advantages have not been fully exploited.

Gesture Recognition

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