awesome-he
✨ Awesome - A curated list of amazing Homomorphic Encryption libraries, software and resources
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Awesome Homomorphic Encryption / Libraries | |||
| blyss | 331 | 7 months ago | Rust FHE library specialized for private information retrieval. Includes bindings to JS & Python |
| cuFHE | 208 | about 3 years ago | CUDA-accelerated Fully Homomorphic Encryption Library |
| cuHE | 188 | over 7 years ago | GPU-accelerated HE library for NVIDIA CUDA-Enabled GPUs |
| Cupcake | 406 | 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 | 382 | 3 days ago | Solidity library that enables confidential smart contracts on the Ethereum VM using FHE |
| FHEW | 218 | almost 6 years ago | A Fully HE library based on |
| FINAL | 35 | 9 days ago | C++ FHE library based on |
| FV-NFLlib | 59 | about 8 years ago | A header-only library implementing the Fan-Vercauteren scheme |
| Scheme with native support for fixed point approximate arithmetic | |||
| HEAAN-Python | 32 | about 4 years ago | Python binding for the library |
| BGV scheme with bootstrapping and the Approximate Number CKKS scheme | |||
| HEMat | 39 | about 5 years ago | C++ implementation of matrix computation (addition, multiplication, and transposition) using |
| krypto | 50 | almost 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 | about 7 years ago | Symmetric somewhat HE library based on DGHV scheme |
| C++ FHE library implementing BFV and CKKS schemes | |||
| NFLlib | 165 | almost 2 years ago | NTT-based Fast Lattice library specialized on power-of-two polynomials |
| node-seal | 188 | 5 months ago | JavaScript/WebAssembly port of |
| NuFHE | 440 | 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| lattice encryption library (superseded by ) | |||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 | 132 | almost 2 years ago | Python library that implements a number of Privacy Enhancing Technologies |
| PhantomFHE | 70 | 16 days ago | A CUDA-Accelerated Fully Homomorphic Encryption Library |
| Pyfhel | 475 | about 1 month ago | A Python wrapper for , , and |
| python-paillier | 598 | about 1 year ago | Partially HE based on Paillier scheme |
| SEAL-python | 319 | 3 months ago | Python binding for the library |
| SparkFHE | 3 | about 4 years ago | Apache Spark with an add-on for FHE computations. See |
| Sunscreen | 243 | 3 months ago | Rust compiler for the BFV fully homomorphic encryption scheme |
| TenSEAL | 811 | 4 days 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 | 899 | 3 days ago | Rust implementation of the TFHE scheme for boolean and integers FHE arithmetics by |
Awesome Homomorphic Encryption / Toolkits | |||
| ALCHEMY | 65 | over 4 years ago | Haskell-based DSLs and interpreters/compilers, build on top of the lattice crypto library Lol |
| AWS HE toolkit | 62 | about 1 year ago | Simplifies the process of designing circuits for the CKKS scheme |
| Cingulata | 402 | 8 months ago | Compiler toolchain and RTE for running C++ programs over encrypted data |
| Concrete | 1,217 | 3 days ago | TFHE compiler for converting Python programs into FHE equivalents |
| Concrete-ML | 920 | 10 days ago | Python-based toolkit for data scientists w/o prior FHE knowledge (using sklearn, pyTorch, XGBoost models) |
| E3 | 89 | over 1 year ago | Encrypt-Everything-Everywhere framework for compiling C++ programs with encrypted operands |
| EVA | 223 | 3 months ago | A compiler and optimizer for the CKKS scheme (targeting ) |
| Google's FHE Repository | 3,512 | about 1 month 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 | about 2 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 | 48 | over 1 year ago | HE evaluation platform with a set of native benchmarks and a library agnostic language |
| T2 | 31 | 9 months ago | A cross compiler and standardized benchmarks for FHE computation that targets , , , , and |
Awesome Homomorphic Encryption / Applications | |||
| crypto-geofence | 37 | 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 | 169 | almost 2 years ago | Deep Learning (DL) with HE through Intel’s DL graph compiler nGraph based on |
| OpenFHE demo applications | 723 | 4 days ago | Several demo applications that demonstrate some of the capabilities of OpenFHE |
Awesome Homomorphic Encryption / Applications / OpenFHE demo applications | |||
| boolean-circuit-evaluator | 5 | 11 months 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 | 4 months ago | Prototypes for secure genome-wide association studies using homomorphic encryption |
| logreg-training-examples | 19 | about 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 | 84 | about 3 years ago | Kotlin library for the Android part of the OpenMined's open-source ecosystem |
| PySyft | 9,443 | 10 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 | over 1 year ago | JavaScript library for the web part of the OpenMined's open-source ecosystem |
Awesome Homomorphic Encryption / Applications | |||
| Rosetta | 561 | over 2 years ago | A privacy-preserving framework based on TensorFlow |
| tf-encrypted | 1,203 | 10 days 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 | 498 | almost 8 years ago | Protecting confidentiality with encrypted query processing |
| encrypted-mongodb | 22 | over 6 years ago | Wrapper on MongoDB's Python driver that enables to query encrypted data |
| Prisma/DB | 34 | about 4 years ago | Security layer for relational database systems |
| TimeCrypt | 45 | about 4 years ago | Encrypted time-series database using homomorphic encryption-based access control |
| ZeroDB | 1,556 | 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 Homomorphic Encryption / Related awesome lists | |||
| awesome-cryptography | 5,791 | 2 months ago | |
| awesome-crypto-papers | 1,765 | 13 days ago | |
| awesome-mpc | 1,722 | 9 days ago | Multi-Party Computation |
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