Paper 2025/2321

High-Precision Exact FHE Made Simple, General, and Fast

Doron Zarchy, Fhenix

Guy Zyskind, Fhenix, University of Miami

Abstract

Many important applications of fully homomorphic encryption (FHE) require arithmetic on *high-precision* plaintexts, e.g., from the ring $\mathbb{Z}_p$ for a huge prime or power-of-two modulus $p$. The classic FHE schemes are poorly suited to this, because the inverse error rate of fresh ciphertexts, and the error growth under homomorphic multiplication, are both larger than $p$, which results in large and inefficient parameters. While there are now several works addressing this problem, the landscape for *exact* (as opposed to approximate) FHE is highly fragmented: known solutions either work only for certain rare plaintext moduli having very special forms (sometimes using non-standard ciphertext rings that lack other important features for FHE), or have quite complicated and high-latency constructions. This work gives a very simple, general, and efficient technique for high-precision exact FHE, in which the error rates and growth match those of classic schemes for *exponentially smaller* precision. The runtimes can scale only *quasi-linearly* (versus quadratically for classic schemes) with the plaintext precision $\log p$, and are fast in practice. Also in contrast to all prior works, our technique works for *any integer modulus* and over *any underlying (number) ring*---or even with no structured ring at all, making it the first solution that can be based on plain LWE. Moreover, it is *fully compatible with prior FHE techniques* for fast ring arithmetic, plaintext packing and SIMD operations, bootstrapping, etc. For typical parameters and security levels, our (preliminary, unoptimized, single-threaded) implementation does homomorphic $\mathbb{Z}_{2^{64}}$-multiplication in just tens of milliseconds, and obtains a four- to five-fold increase in multiplicative depth versus classic FHE schemes.

Note: Major update: added tight hardness proof for the new mod-L-LWE problem, and a dBGV scheme; many editorial improvements.

@misc{cryptoeprint:2025/2321,
      author = {Chris Peikert and Doron Zarchy and Guy Zyskind},
      title = {High-Precision Exact {FHE} Made Simple, General, and Fast},
      howpublished = {Cryptology {ePrint} Archive, Paper 2025/2321},
      year = {2025},
      url = {https://eprint.iacr.org/2025/2321}
}