Publications

Conference Papers

Stealthy Shield Defense: A Conditional Mutual Information-Based Approach against Black-Box Model Inversion Attacks

Published in ICLR 2025, 2025

Model Inversion Defense.

Recommended citation: @inproceedings{zhuang2025stealthy, title={Stealthy Shield Defense: A Conditional Mutual Information-Based Approach against Black-Box Model Inversion Attacks}, author={Tianqu Zhuang and Hongyao Yu and Yixiang Qiu and Hao Fang and Bin Chen and Shu-Tao Xia}, booktitle={International Conference on Learning Representations (ICLR)}, year={2025} }
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A Closer Look at GAN Priors: Exploiting Intermediate Features for Enhanced Model Inversion Attacks

Published in ECCV 2024 (Oral), 2024

Model Inversion Attacks.

Recommended citation: @article{qiu2024closer, title={A closer look at gan priors: Exploiting intermediate features for enhanced model inversion attacks}, author={Qiu, Yixiang and Fang, Hao and Yu, Hongyao and Chen, Bin and Qiu, MeiKang and Xia, Shu-Tao}, journal={arXiv preprint arXiv:2407.13863}, year={2024} }
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