A curated list of awesome things related to learning fully homomorphic encryption (FHE).

Inspiration: Awesome Homomorphic Encryption: @jonaschn

• Awesome Fully Homomorphic Encryption
  • Contents
  • General introduction
  • Courses
  • Use cases
  • Comparison of homomorphic encryption types
  • Applications
    • Zama
    • Fhenix
    • Sunscreen
  • Libraries

• Introduction to Homomorphic Encryption: Microsoft Research (YouTube)
• How would you explain homomorphic encryption? by Office of the Director of National Intelligence (YouTube)
• Introduction to FHE (Fully Homomorphic Encryption) - Pascal Paillier, FHE.org Meetup by Zama (YouTube)
• The (r)Evolution of FHE by Jeremy Bradley-Silverio Donato (Medium)
• Fully Homomorphic Encryption: Cryptography’s Holy Grail by Dr. David J. Wu
• An Intro to Fully Homomorphic Encryption for Engineers

• UT Austin CS 346: Cryptography
• UIUC: ECE498AC/CS498AM: Applied Cryptography, Fall 2019

• Applications of Fully Homomorphic Encryption W/ Zama by Blockchain Acceleration Foundation (YouTube)
• Privacy-Preserving Machine Learning with Fully Homomorphic Encryption by Google TechTalks (YouTube)

• awesome-zama

• Introducing Sunscreen
• Building an FHE compiler for the real world

Libraries that can be used to implement applications using (Fully) Homomorphic Encryption.

• blyss - Rust FHE library specialized for private information retrieval. Includes bindings to JS & Python.
• Concrete: TFHE Compiler that converts python programs into FHE equivalents.
• Concrete ML: Privacy Preserving ML framework built on top of Concrete, with bindings to traditional ML frameworks.
• 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: A confidential smart contracts protocol for the EVM using homomorphic encryption.
• FHEW - A Fully HE library based on FHEW: Bootstrapping Homomorphic Encryption in less than a second.
• FINAL - C++ FHE library based on NTRU and LWE scheme.
• 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 library.
• HElib - BGV scheme with bootstrapping and the Approximate Number CKKS scheme.
• HEMat - C++ implementation of matrix computation (addition, multiplication, and transposition) using HEANN.
• krypto - C++ implementation of multivariate quadratic FHE.
• Λ ○ λ - "Lol" Haskell library for ring-based lattice cryptography that supports FHE.
• lattigo - Go library for lattice-based crypto that implements various schemes.
• 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.
• NFLlib - NTT-based Fast Lattice library specialized on power-of-two polynomials.
• node-seal - JavaScript/WebAssembly port of Microsoft SEAL.
• NuFHE - GPU-accelerated HE library, faster than cuFHE, that implements the tfhe algorithms.
• OpenFHE - FHE library with all features from PALISADE, merged with selected capabilities of HElib and HEAAN (all major FHE schemes).
• PALISADE - lattice encryption library (superseded by OpenFHE).
• petlib - Python library that implements a number of Privacy Enhancing Technologies.
• Pyfhel - A Python wrapper for SEAL, HElib, and PALISADE.
• python-paillier - Partially HE based on Paillier scheme.
• SEAL-python - Python binding for the Microsoft SEAL 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 Microsoft SEAL, with a Python API.
• tfhe - Faster fully HE: Bootstrapping in less than 0.1 seconds.
• TFHE-rs: A Pure Rust implementation of the TFHE Scheme for Boolean and Integer Arithmetics Over Encrypted Data.