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Association for Women in Mathematics series

On Homomorphic Encryption Using Abelian Groups: Classical Security Analysis

Eleni Agathocleous, Vishnupriya Anupindi, Annette Bachmayr, Chloe Martindale, Rahinatou Yuh Njah Nchiwo, Mima Stanojkovski

Published Jan 1, 2024• 0 citations
Publisher
DOI
10.1007/978-3-031-52163-8_1

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HE-based On-the-Fly MPC, Revisited: Universal Composability, Approximate and Imperfect Computation, Circuit Privacy

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On-the-fly multi-party computation (MPC), introduced by López-Alt, Tromer, and Vaikuntanathan (STOC 2012), enables clients to dynamically join a computation without remaining continuously online. Yet, the original proposal suffers from substantial efficiency and expressivity limitations hindering practical deployments. Even though various techniques have been proposed to mitigate these shortcomings, seeing on-the-fly MPC as a combination of independent building blocks jeopardizes the security of the original model. Thus, we revisit on-the-fly MPC in light of recent advances and extend its formal framework to incorporate efficiency and expressivity improvements. Our approach is built around \emph{multi-group homomorphic encryption} (MGHE), which generalizes threshold and multi-key HE and serves as the core primitive for on-the-fly MPC. Our contributions are fourfold: i) We propose new security notions for MGHE (e.g., IND-CPA with partial decryption, circuit privacy) and justify their suitability to the on-the-fly MPC. ii) We present the first ideal functionality for MGHE in the Universal Composability (UC) framework and characterize the conditions under which it can be realized, via reductions to our proposed security notions. iii) We present a generic protocol that securely realizes our on-the-fly MPC functionality against a semi-malicious adversary from our MGHE functionality. iv) Finally, we provide two generic compilers that lift these protocols to withstand a fully malicious adversary by leveraging zero-knowledge arguments. Our analysis in the UC framework enables modular protocol analysis, where more efficient schemes can be seamlessly substituted as long as they meet the required security defined by the functionalities, retaining the security guarantees offered by the original construction.

•Oct 8, 2025•0 citations
In [15], Leonardi and Ruiz-Lopez propose an additively homomorphic public key encryption scheme whose security is expected to depend on the hardness of the learning homomorphism with noise problem (LHN). Choosing parameters for their primitive requires choosing three groups GGG, HHH, and KKK. In their paper, Leonardi and Ruiz-Lopez claim that, when GGG, HHH, and KKK are abelian, then their public key cryptosystem is not quantum secure. In this paper, we study security for finite abelian groups GGG, HHH, and KKK in the classical case. Moreover, we study quantum attacks on instantiations with solvable groups.
Group homomorphic encryption represents one of the most important building blocks in modern cryptography. It forms the basis of widely-used, more sophisticated primitives, such as CCA2-secure encryption or secure multiparty computation. Unfortunately, recent advances in quantum computation show that many of the existing schemes completely break down once quantum computers reach maturity (mainly due to Shor's algorithm). This leads to the challenge of constructing quantum-resistant group homomorphic cryptosystems. In this work, we prove the general impossibility of (abelian) group homomorphic encryption in the presence of quantum adversaries, when assuming the IND-CPA security notion as the minimal security requirement. To this end, we prove a new result on the probability of sampling generating sets of finite (sub-)groups if sampling is done with respect to an arbitrary, unknown distribution. Finally, we provide a sufficient condition on homomorphic encryption schemes for our quantum attack to work and discuss its satisfiability in non-group homomorphic cases. The impact of our results on recent fully homomorphic encryption schemes poses itself as an open question.
On-the-fly multi-party computation (MPC), introduced by López-Alt, Tromer, and Vaikuntanathan (STOC 2012), enables clients to dynamically join a computation without remaining continuously online. Yet, the original proposal suffers from substantial efficiency and expressivity limitations hindering practical deployments. Even though various techniques have been proposed to mitigate these shortcomings, seeing on-the-fly MPC as a combination of independent building blocks jeopardizes the security of the original model. Thus, we revisit on-the-fly MPC in light of recent advances and extend its formal framework to incorporate efficiency and expressivity improvements. Our approach is built around \emph{multi-group homomorphic encryption} (MGHE), which generalizes threshold and multi-key HE and serves as the core primitive for on-the-fly MPC. Our contributions are fourfold: i) We propose new security notions for MGHE (e.g., IND-CPA with partial decryption, circuit privacy) and justify their suitability to the on-the-fly MPC. ii) We present the first ideal functionality for MGHE in the Universal Composability (UC) framework and characterize the conditions under which it can be realized, via reductions to our proposed security notions. iii) We present a generic protocol that securely realizes our on-the-fly MPC functionality against a semi-malicious adversary from our MGHE functionality. iv) Finally, we provide two generic compilers that lift these protocols to withstand a fully malicious adversary by leveraging zero-knowledge arguments. Our analysis in the UC framework enables modular protocol analysis, where more efficient schemes can be seamlessly substituted as long as they meet the required security defined by the functionalities, retaining the security guarantees offered by the original construction.