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Challenges Of Using Homomorphic Encryption In Machine Learning

Authors: MESTARI, Soumia Zohra EL;

Challenges Of Using Homomorphic Encryption In Machine Learning

Abstract

{"references": ["J. H. Cheon, A. Kim, M. Kim, and Y. Song. Homomorphic encryption for arithmetic of approximate numbers. In International Conference on the Theory and Application of Cryptology and Information Security, pages 409\u2013437. Springer, 2017.", "R. Gilad-Bachrach, N. Dowlin, K. Laine, K. Lauter, M. Naehrig, and J. Wernsing. Cryptonets: Applying neural networks to encrypted data with high throughput and accuracy. In International conference on machine learning, pages 201\u2013210. PMLR, 2016.", "P. Martins, L. Sousa, and A. Mariano. A survey on fully homomorphic encryption: An engineering perspective. ACM Computing Surveys (CSUR), 50(6):1\u201333, 2017"]}

In recent years, homomorphic encryption has been widely studied as a privacy enhancing technology to be applied in machine learning. Despite the strong security guarantees, this adoption faces many challenges that are discussed in this poster.

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Keywords

Privacy Preserving Machine Learning, Homomorphic encryption

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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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