{"id":452256,"date":"2022-01-17T16:56:48","date_gmt":"2022-01-18T00:56:48","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-research-item&#038;p=452256"},"modified":"2022-01-17T16:56:48","modified_gmt":"2022-01-18T00:56:48","slug":"security-of-homomorphic-encryption","status":"publish","type":"msr-research-item","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/security-of-homomorphic-encryption\/","title":{"rendered":"SECURITY OF HOMOMORPHIC ENCRYPTION"},"content":{"rendered":"<p>We met as a group during the Homomorphic Encryption Standardization Workshop on July 13-<br \/>\n14, 2017, hosted at Microsoft Research in Redmond. Researchers from around the world<br \/>\nrepresented a number of different communities: government, industry, and academia. There are<br \/>\nat least 6 research groups around the world who have made libraries for general-purpose<br \/>\nhomomorphic encryption available ([SEAL], [HElib], [Palisade], [cuHE], [NFLLib], [HEAAN]) for<br \/>\napplications and general-purpose use, and demos were shown of all 6 libraries. All 6 of these<br \/>\ngeneral-purpose libraries for homomorphic encryption were based on RLWE-based systems<br \/>\n(Ring Learning With Errors), and all libraries implemented one of two encryption schemes (BGV<br \/>\nor B\/FV) and also displayed common choices for the underlying ring, error distribution, and<br \/>\nparameter selection.<br \/>\nHomomorphic Encryption is a breakthrough new technology which can enable private cloud<br \/>\nstorage and computation solutions. Demos shown at the workshop included a SEAL demo of<br \/>\nCryptoNets, which performs efficient computation of image processing tasks such as handwriting recognition on encrypted data using neural nets. Many other applications are described<br \/>\nin detail in the white paper by the Applications group. In order for Homomorphic Encryption to<br \/>\nbe adopted in medical, health, and financial sectors to protect data and patient and consumer<br \/>\nprivacy, it will have to be standardized, most likely by multiple standardization bodies and<br \/>\ngovernment agencies. An important part of standardization is broad agreement on security<br \/>\nlevels for varying parameter sets. Although extensive research and benchmarking has been<br \/>\ndone in the research community to establish the foundations for this effort, it is hard to find all<br \/>\nthe information in one place, along with concrete parameter recommendations for applications<br \/>\nand deployment.<br \/>\nThis document is an attempt to capture the collective knowledge at the workshop regarding the<br \/>\ncurrently known state of security of these schemes, to specify the schemes, and to recommend<br \/>\na wide selection of parameters to be used for homomorphic encryption at various security<br \/>\nlevels. We describe known attacks and their estimated running times in order to make these<br \/>\nparameter recommendations. We also describe additional features of these encryption schemes<br \/>\nwhich make them useful in different applications and scenarios. Many sections of this document<br \/>\nare intended for direct use as a first draft of parts of the standard to be prepared by the Working<br \/>\nGroup formed at this workshop.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We met as a group during the Homomorphic Encryption Standardization Workshop on July 13- 14, 2017, hosted at Microsoft Research in Redmond. Researchers from around the world represented a number of different communities: government, industry, and academia. There are at least 6 research groups around the world who have made libraries for general-purpose homomorphic encryption 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