awesome-fhe

A curated list of awesome things related to learning fully homomorphic encryption (FHE).
https://github.com/sreeduggirala/awesome-fhe

Last synced: 1 day ago
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General introduction
Courses
- UT Austin CS 346: Cryptography
- UIUC: ECE498AC/CS498AM: Applied Cryptography, Fall 2019
Use cases
- Applications of Fully Homomorphic Encryption W/ Zama by Blockchain Acceleration Foundation
- Privacy-Preserving Machine Learning with Fully Homomorphic Encryption by Google TechTalks
Applications
- [Sunscreen](https://sunscreen.tech/)
  - Introducing Sunscreen
  - Building an FHE compiler for the real world
- [Zama](https://www.zama.ai/)
  - awesome-zama
Libraries
- [Sunscreen](https://sunscreen.tech/)
  - fhEVM
  - cuYASHE - Based on leveled fully HE scheme YASHE for GPGPUs.
  - blyss - Rust FHE library specialized for private information retrieval. Includes bindings to JS & Python.
  - Concrete
  - Concrete ML
  - 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.
  - FHEW - A Fully HE library based on [_FHEW: Bootstrapping Homomorphic Encryption in less than a second_](https://eprint.iacr.org/2014/816).
  - FINAL - C++ FHE library based on [NTRU and LWE scheme](https://eprint.iacr.org/2022/074).
  - FV-NFLlib - A header-only library implementing the Fan-Vercauteren scheme.
  - HEAAN - Scheme with native support for fixed point approximate arithmetic.
  - HEAAN-Python - Python binding for the [HEANN](#HEAAN) library.
  - HElib - BGV scheme with bootstrapping and the Approximate Number CKKS scheme.
  - HEMat - C++ implementation of matrix computation (addition, multiplication, and transposition) using [HEANN](#HEAAN).
  - 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.
  - Microsoft SEAL - C++ FHE library implementing BFV and CKKS schemes.</a>
  - NFLlib - NTT-based Fast Lattice library specialized on power-of-two polynomials.
  - node-seal - JavaScript/WebAssembly port of [Microsoft SEAL](#SEAL).
  - NuFHE - GPU-accelerated HE library, faster than cuFHE, that implements the [tfhe](#tfhe) algorithms.
  - OpenFHE - FHE library with all features from [PALISADE](#PALISADE), merged with selected capabilities of [HElib](#HElib) and [HEAAN](#HEAAN) (all major FHE schemes).
  - petlib - Python library that implements a number of Privacy Enhancing Technologies.
  - Pyfhel - A Python wrapper for [SEAL](#SEAL), [HElib](#HElib), and [PALISADE](#PALISADE).
  - python-paillier - Partially HE based on Paillier scheme.
  - SEAL-python - Python binding for the [Microsoft SEAL](#SEAL) library.
  - SparkFHE - Apache Spark with an add-on for FHE computations. See [:page_facing_up:](https://homomorphicencryption.org/wp-content/uploads/2019/08/poster_5.pdf).
  - Sunscreen - Rust compiler for the BFV fully homomorphic encryption scheme.
  - TenSEAL - Library for HE operations on tensors, built on [Microsoft SEAL](#SEAL), with a Python API.
  - tfhe - Faster fully HE: Bootstrapping in less than 0.1 seconds.</a>
  - TFHE-rs
  - fhEVM
  - PALISADE - lattice encryption library (superseded by [OpenFHE](#OpenFHE)).
  - SEAL-python - Python binding for the [Microsoft SEAL](#SEAL) library.

Programming Languages

C++ 16 Python 4 Rust 4 Cuda 3 Scala 1 Cython 1 TypeScript 1 Mathematica 1 Haskell 1

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Data

Tools

Indexes

Applications

Experiments

Awesome

awesome-fhe

General introduction

Courses

Use cases

Applications

[Sunscreen](https://sunscreen.tech/)

[Zama](https://www.zama.ai/)

Libraries

[Sunscreen](https://sunscreen.tech/)