# Technical Evaluation of a Disruptive Approach in Homomorphic AI

arXiv: https://arxiv.org/abs/2506.11954 · HTML: https://mlsanity.com/paper/2506.11954/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 3 of its 37 references that are in the map.
- First posted on arXiv 13 Jun 2025.

## Builds on (most cited first, 3 of 3)

- [TenSEAL: A Library for Encrypted Tensor Operations Using Homomorphic Encryption](https://mlsanity.com/paper/2104.03152/) (2021)
- [FHEBench: Benchmarking Fully Homomorphic Encryption Schemes](https://mlsanity.com/paper/2203.00728/) (2022)
- [Hades: Homomorphic Augmented Decryption for Efficient Symbol-comparison -- A Database's Perspective](https://mlsanity.com/paper/2412.19980/) (2024)

## Built on by (most cited first, 1 of 1)

- [Arbitrary Reduction of Validation Error for AI Decision Tests using Homomorphic AI and Repetition Codes](https://mlsanity.com/paper/2606.28994/) (2026)

## Abstract (arXiv)

We present a technical evaluation of a new, disruptive cryptographic approach to data security, known as HbHAI (Hash-based Homomorphic Artificial Intelligence). HbHAI is based on a novel class of key-dependent hash functions that naturally preserve most similarity properties, most AI algorithms rely on. As a main claim, HbHAI makes now possible to analyze and process data in its cryptographically secure form while using existing native AI algorithms without modification, with unprecedented performances compared to existing homomorphic encryption schemes. We tested various HbHAI-protected datasets (non public preview) using traditional unsupervised and supervised learning techniques (clustering, classification, deep neural networks) with classical unmodified AI algorithms. This paper presents technical results from an independent analysis conducted with those different, off-the-shelf AI algorithms. The aim was to assess the security, operability and performance claims regarding HbHAI techniques. As a results, our results confirm most these claims, with only a few minor reservations.