Secure Softmax/Sigmoid for Machine-learning Computation

Author:

Zheng Yu1ORCID,Zhang Qizhi2ORCID,Chow Sherman S. M.1ORCID,Peng Yuxiang3ORCID,Tan Sijun4ORCID,Li Lichun5ORCID,Yin Shan5ORCID

Affiliation:

1. Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong

2. Ant Group & ByteDance, China

3. Northeastern University, China

4. University of California, Berkeley, USA

5. Morse Team, Ant Group, China

Funder

Research Grants Council, University Grants Committee

Publisher

ACM

Reference40 articles.

1. Jianli Bai Xiaowu Zhang Xiangfu Song Hang Shao Qifan Wang Shujie Cui and Giovanni Russello. 2023. CryptoMask: Privacy-preserving Face Recognition. In ICICS. 333–350. Jianli Bai Xiaowu Zhang Xiangfu Song Hang Shao Qifan Wang Shujie Cui and Giovanni Russello. 2023. CryptoMask: Privacy-preserving Face Recognition. In ICICS. 333–350.

2. Christina Boura Ilaria Chillotti Nicolas Gama Dimitar Jetchev Stanislav Peceny and Alexander Petric. 2018. High-Precision Privacy-Preserving Real-Valued Function Evaluation. In FC. 183–202. Christina Boura Ilaria Chillotti Nicolas Gama Dimitar Jetchev Stanislav Peceny and Alexander Petric. 2018. High-Precision Privacy-Preserving Real-Valued Function Evaluation. In FC. 183–202.

3. John Charles Butcher . 2016. Numerical Methods for Ordinary Differential Equations . John Wiley & Sons , New Zealand . John Charles Butcher. 2016. Numerical Methods for Ordinary Differential Equations. John Wiley & Sons, New Zealand.

4. Paul  L. Butzer and Rolf  J. Nessel . 1971. Fourier Analysis and Approximation: One Dimensional Theory . Birkhäuser Basel , Switzerland . Paul L. Butzer and Rolf J. Nessel. 1971. Fourier Analysis and Approximation: One Dimensional Theory. Birkhäuser Basel, Switzerland.

5. Yuanfeng Chen , Gaofeng Huang , Junjie Shi , Xiang Xie , and Yilin Yan . 2020 . Rosetta: A Privacy-Preserving Framework Based on TensorFlow. https://github.com/LatticeX-Foundation/Rosetta. Also presented at the Privacy Preserving Machine Learning Workshop at ACM CCS 2021. Yuanfeng Chen, Gaofeng Huang, Junjie Shi, Xiang Xie, and Yilin Yan. 2020. Rosetta: A Privacy-Preserving Framework Based on TensorFlow. https://github.com/LatticeX-Foundation/Rosetta. Also presented at the Privacy Preserving Machine Learning Workshop at ACM CCS 2021.

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