Paper 2025/965

Multiparty FHE Redefined: A Framework for Unlimited Participants

Abstract

Multiparty fully homomorphic encryption (MPFHE) is a generalization of (multi-key) fully homomorphic encryption ((MK)FHE) that lives on the cusp between multiparty computation (MPC) and FHE, enabling a computation over encrypted data using multiple keys. However, contrary to MKFHE it seeks to reduce the noise inflation based on the number of parties by allowing the parties to first compute shared data in MPC before executing the computation in FHE. Generally, MPFHE protocols have required ad-hoc constructions and adaptations to already existing protocols. In this work we present a new framework that standardizes the approach of MPFHE to allow the use of a broad spectrum of MPC and FHE protocols, while eliminating the noise inflation based on the participating number of parties. This presents the first ever multiparty FHE protocol which allows an arbitrary number of participants. We then show a case study of this using the FINAL scheme and show that we reduce the required key material by 40-99.9% compared to the MKFHE FINAL scheme, FINALLY, 8-71% compared to the AKÖ scheme, and 65-70% compared to the Park-Rovira scheme. Moreover, we reduce the bootstrapping time for the AKÖ, Park-Rovira, and KMS schemes by 75-99.7%.