awesome-he

Homomorphic Encryption Library

A curated collection of libraries and resources for implementing homomorphic encryption in software applications.

✨ Awesome - A curated list of amazing Homomorphic Encryption libraries, software and resources

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Awesome Homomorphic Encryption / Libraries
blyss 337 8 months ago Rust FHE library specialized for private information retrieval. Includes bindings to JS & Python
cuFHE 212 over 3 years ago CUDA-accelerated Fully Homomorphic Encryption Library
cuHE 194 over 7 years ago GPU-accelerated HE library for NVIDIA CUDA-Enabled GPUs
Cupcake 408 about 1 year ago Facebook's Rust library for the (additive version of the) Fan-Vercauteren scheme
cuYASHE 9 over 5 years ago Based on leveled fully HE scheme YASHE for GPGPUs
fhEVM 407 6 days ago Solidity library that enables confidential smart contracts on the Ethereum VM using FHE
FHEW 221 almost 6 years ago A Fully HE library based on
FINAL 35 about 2 months ago C++ FHE library based on
FV-NFLlib 59 over 8 years ago A header-only library implementing the Fan-Vercauteren scheme
Scheme with native support for fixed point approximate arithmetic
HEAAN-Python 33 about 4 years ago Python binding for the library
BGV scheme with bootstrapping and the Approximate Number CKKS scheme
HEMat 40 over 5 years ago C++ implementation of matrix computation (addition, multiplication, and transposition) using
krypto 50 about 8 years ago C++ implementation of multivariate quadratic FHE
Λ ○ λ 224 over 3 years ago "Lol" Haskell library for ring-based lattice cryptography that supports FHE
Go library for lattice-based crypto that implements various schemes
libScarab 44 about 9 years ago C library implementing a FHE scheme using large integers
libshe 27 over 7 years ago Symmetric somewhat HE library based on DGHV scheme
C++ FHE library implementing BFV and CKKS schemes
NFLlib 167 about 2 years ago NTT-based Fast Lattice library specialized on power-of-two polynomials
node-seal 192 6 months ago JavaScript/WebAssembly port of
NuFHE 446 over 2 years ago GPU-accelerated HE library, faster than cuFHE, that implements the algorithms
C++ FHE library implementing all major schemes along with bootstrapping and scheme switching
Python wrapper for
Rust wrapper for
lattice encryption library (superseded by )
petlib 134 about 2 years ago Python library that implements a number of Privacy Enhancing Technologies
PhantomFHE 80 about 1 month ago A CUDA-Accelerated Fully Homomorphic Encryption Library
Pyfhel 487 3 months ago A Python wrapper for , , and
python-paillier 605 over 1 year ago Partially HE based on Paillier scheme
SEAL-python 321 5 months ago Python binding for the library
SparkFHE 3 about 4 years ago Apache Spark with an add-on for FHE computations. See
Sunscreen 247 5 months ago Rust compiler for the BFV fully homomorphic encryption scheme
TenSEAL 836 about 2 months ago Library for HE operations on tensors, built on , with a Python API
Faster fully HE: Bootstrapping in less than 0.1 seconds
TFHE-rs 947 4 days ago Rust implementation of the TFHE scheme for boolean and integers FHE arithmetics by

Awesome Homomorphic Encryption / Toolkits
ALCHEMY 66 over 4 years ago Haskell-based DSLs and interpreters/compilers, build on top of the lattice crypto library Lol
AWS HE toolkit 65 over 1 year ago Simplifies the process of designing circuits for the CKKS scheme
Cingulata 404 10 months ago Compiler toolchain and RTE for running C++ programs over encrypted data
Concrete 1,248 4 days ago TFHE compiler for converting Python programs into FHE equivalents
Concrete-ML 997 5 days ago Python-based toolkit for data scientists w/o prior FHE knowledge (using sklearn, pyTorch, XGBoost models)
E3 91 over 1 year ago Encrypt-Everything-Everywhere framework for compiling C++ programs with encrypted operands
EVA 226 5 months ago A compiler and optimizer for the CKKS scheme (targeting )
Google's FHE Repository 3,531 3 months ago A compiler that converts a subset of C++ programs into FHE circuits implemented in various backend libraries (superseded by )
Google's MLIR-based toolchain for FHE compilers
IBM HElayers 35 3 months ago IBM's FHE SDK for practical and efficient execution of encrypted workloads
Marble 18 almost 4 years ago C++ framework that translates between nearly plaintext-style user programs and FHE computations
SHEEP 50 over 1 year ago HE evaluation platform with a set of native benchmarks and a library agnostic language
T2 32 11 months ago A cross compiler and standardized benchmarks for FHE computation that targets , , , , and

Awesome Homomorphic Encryption / Applications
crypto-geofence 38 over 5 years ago Geo-fencing demo application based on Paillier scheme
lattigo-polls 26 about 2 years ago Web-application for scheduling meetings using
Morfix.io Web-based UI to play around with the library
nGraph-HE 172 almost 2 years ago Deep Learning (DL) with HE through Intel’s DL graph compiler nGraph based on
OpenFHE demo applications 765 10 days ago Several demo applications that demonstrate some of the capabilities of OpenFHE

Awesome Homomorphic Encryption / Applications / OpenFHE demo applications
boolean-circuit-evaluator 5 about 1 year ago 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 8 5 months ago Prototypes for secure genome-wide association studies using homomorphic encryption
logreg-training-examples 21 over 1 year ago Logistic Regression Training Examples

Awesome Homomorphic Encryption / Applications
OpenMined Decentralized data ownership & intelligence based on HE and deep / federated learning

Awesome Homomorphic Encryption / Applications / OpenMined
KotlinSyft 86 over 3 years ago Kotlin library for the Android part of the OpenMined's open-source ecosystem
PySyft 9,516 17 days ago Python library for the server/IoT part of the OpenMined's open-source ecosystem
SwiftSyft 50 about 3 years ago Swift library for the iOS part of the OpenMined's open-source ecosystem
syft.js 147 almost 2 years ago JavaScript library for the web part of the OpenMined's open-source ecosystem

Awesome Homomorphic Encryption / Applications
Rosetta 566 over 2 years ago A privacy-preserving framework based on TensorFlow
tf-encrypted 1,210 about 2 months ago Bridge between TensorFlow and the library
Zama's Hugging Face spaces Demo apps showing the power of FHE for real-world use cases

Awesome Homomorphic Encryption / Databases
CryptDB 502 almost 8 years ago Protecting confidentiality with encrypted query processing
encrypted-mongodb 22 almost 7 years ago Wrapper on MongoDB's Python driver that enables to query encrypted data
Prisma/DB 35 about 4 years ago Security layer for relational database systems
TimeCrypt 46 over 4 years ago Encrypted time-series database using homomorphic encryption-based access control
ZeroDB 1,557 over 6 years ago E2E encrypted database using proxy re-encryption

Awesome Homomorphic Encryption / Resources
Barak, Boaz . Chapter about FHE in Barak's introductory book to Cryptography, used for Harvard CS 127
Barthelemy, Lucas . Brief survey of Fully HE. 2016
Chen, Zhigang . A continuously updated list of FHE papers
FHE.org . A community of researchers and developers interested in advancing homomorphic encryption
Gentry, Craig . A fully homomorphic encryption scheme. Stanford University, 2009
HomomorphicEncryption.org . An open industry, government & academic consortium working on standardization of FHE
KU Leuven . An introduction to homomorphic encryption
Micciancio, Daniele . Links to papers and implementations of Lattice Cryptography schemes
Microsoft Research . Videos from SEAL/CKKS talks at Microsoft's Private AI Bootcamp
OpenFHE . Webinars about the foundations of applied FHE, the latest advances in the OpenFHE project and applications of FHE
Vaikuntanathan, Vinoid . A list of references about FHE, covering top papers in the field
Zhigang Chen . A list of English and Chinese FHE and Machine Learning references
awesome-cryptography 5,898 about 1 month ago
awesome-crypto-papers 1,805 about 1 month ago
awesome-mpc 1,760 about 2 months ago Multi-Party Computation

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