awesome-he

blyss

Rust FHE library specialized for private information retrieval. Includes bindings to JS & Python

cuFHE

CUDA-accelerated Fully Homomorphic Encryption Library

cuHE

GPU-accelerated HE library for NVIDIA CUDA-Enabled GPUs

Cupcake

Facebook's Rust library for the (additive version of the) Fan-Vercauteren scheme

cuYASHE

Based on leveled fully HE scheme YASHE for GPGPUs

fhEVM

Solidity library that enables confidential smart contracts on the Ethereum VM using FHE

FHEW

A Fully HE library based on

FINAL

C++ FHE library based on

FV-NFLlib

A header-only library implementing the Fan-Vercauteren scheme

HEAAN-Python

Python binding for the library

HEMat

C++ implementation of matrix computation (addition, multiplication, and transposition) using

krypto

C++ implementation of multivariate quadratic FHE

Λ ○ λ

"Lol" Haskell library for ring-based lattice cryptography that supports FHE

libScarab

C library implementing a FHE scheme using large integers

libshe

Symmetric somewhat HE library based on DGHV scheme

NFLlib

NTT-based Fast Lattice library specialized on power-of-two polynomials

node-seal

JavaScript/WebAssembly port of

NuFHE

GPU-accelerated HE library, faster than cuFHE, that implements the algorithms

petlib

Python library that implements a number of Privacy Enhancing Technologies

PhantomFHE

A CUDA-Accelerated Fully Homomorphic Encryption Library

Pyfhel

A Python wrapper for , , and

python-paillier

Partially HE based on Paillier scheme

SEAL-python

Python binding for the library

SparkFHE

Apache Spark with an add-on for FHE computations. See

Sunscreen

Rust compiler for the BFV fully homomorphic encryption scheme

TenSEAL

Library for HE operations on tensors, built on , with a Python API

TFHE-rs

Rust implementation of the TFHE scheme for boolean and integers FHE arithmetics by

ALCHEMY

Haskell-based DSLs and interpreters/compilers, build on top of the lattice crypto library Lol

AWS HE toolkit

Simplifies the process of designing circuits for the CKKS scheme

Cingulata

Compiler toolchain and RTE for running C++ programs over encrypted data

Concrete

TFHE compiler for converting Python programs into FHE equivalents

Concrete-ML

Python-based toolkit for data scientists w/o prior FHE knowledge (using sklearn, pyTorch, XGBoost models)

E3

Encrypt-Everything-Everywhere framework for compiling C++ programs with encrypted operands

EVA

A compiler and optimizer for the CKKS scheme (targeting )

Google's FHE Repository

A compiler that converts a subset of C++ programs into FHE circuits implemented in various backend libraries (superseded by )

IBM HElayers

IBM's FHE SDK for practical and efficient execution of encrypted workloads

Marble

C++ framework that translates between nearly plaintext-style user programs and FHE computations

SHEEP

HE evaluation platform with a set of native benchmarks and a library agnostic language

T2

A cross compiler and standardized benchmarks for FHE computation that targets , , , , and

crypto-geofence

Geo-fencing demo application based on Paillier scheme

lattigo-polls

Web-application for scheduling meetings using

Web-based UI to play around with the library

nGraph-HE

Deep Learning (DL) with HE through Intel’s DL graph compiler nGraph based on

OpenFHE demo applications

Several demo applications that demonstrate some of the capabilities of OpenFHE

boolean-circuit-evaluator

Demonstration application to read in boolean circuits using multiple formats and execute them in encrypted form based on binfhe module for encrypted boolean logic

genomic-examples

Prototypes for secure genome-wide association studies using homomorphic encryption

logreg-training-examples

Logistic Regression Training Examples

Decentralized data ownership & intelligence based on HE and deep / federated learning

KotlinSyft

Kotlin library for the Android part of the OpenMined's open-source ecosystem

PySyft

Python library for the server/IoT part of the OpenMined's open-source ecosystem

SwiftSyft

Swift library for the iOS part of the OpenMined's open-source ecosystem

syft.js

JavaScript library for the web part of the OpenMined's open-source ecosystem

Rosetta

A privacy-preserving framework based on TensorFlow

tf-encrypted

Bridge between TensorFlow and the library

Demo apps showing the power of FHE for real-world use cases

CryptDB

Protecting confidentiality with encrypted query processing

encrypted-mongodb

Wrapper on MongoDB's Python driver that enables to query encrypted data

Prisma/DB

Security layer for relational database systems

TimeCrypt

Encrypted time-series database using homomorphic encryption-based access control

ZeroDB

E2E encrypted database using proxy re-encryption

. Chapter about FHE in Barak's introductory book to Cryptography, used for Harvard CS 127

. Brief survey of Fully HE. 2016

. A continuously updated list of FHE papers

. A community of researchers and developers interested in advancing homomorphic encryption

. A fully homomorphic encryption scheme. Stanford University, 2009

. An open industry, government & academic consortium working on standardization of FHE

. An introduction to homomorphic encryption

. Links to papers and implementations of Lattice Cryptography schemes

. Videos from SEAL/CKKS talks at Microsoft's Private AI Bootcamp

. Webinars about the foundations of applied FHE, the latest advances in the OpenFHE project and applications of FHE

. A list of references about FHE, covering top papers in the field

. A list of English and Chinese FHE and Machine Learning references

awesome-mpc

Multi-Party Computation