Machine learning for modular multiplication

Fuente: arXiv

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Détails bibliographiques
Auteurs principaux:	Lauter, Kristin, Li, Cathy Yuanchen, Maughan, Krystal, Newton, Rachel, Srivastava, Megha
Format:	Preprint
Publié:	2024
Sujets:	Machine Learning Cryptography and Security
Accès en ligne:	Acceder al recurso
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author	Lauter, Kristin Li, Cathy Yuanchen Maughan, Krystal Newton, Rachel Srivastava, Megha
author_facet	Lauter, Kristin Li, Cathy Yuanchen Maughan, Krystal Newton, Rachel Srivastava, Megha
contents	Motivated by cryptographic applications, we investigate two machine learning approaches to modular multiplication: namely circular regression and a sequence-to-sequence transformer model. The limited success of both methods demonstrated in our results gives evidence for the hardness of tasks involving modular multiplication upon which cryptosystems are based.
format	Preprint
id	arxiv_https___arxiv_org_abs_2402_19254
institution	arXiv
publishDate	2024
record_format	arxiv
spellingShingle	Machine learning for modular multiplication Lauter, Kristin Li, Cathy Yuanchen Maughan, Krystal Newton, Rachel Srivastava, Megha Machine Learning Cryptography and Security Motivated by cryptographic applications, we investigate two machine learning approaches to modular multiplication: namely circular regression and a sequence-to-sequence transformer model. The limited success of both methods demonstrated in our results gives evidence for the hardness of tasks involving modular multiplication upon which cryptosystems are based.
title	Machine learning for modular multiplication
topic	Machine Learning Cryptography and Security
url	https://arxiv.org/abs/2402.19254

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