Cryptographically Secure Aggregation for Federated Learning
☆11Jan 24, 2023Updated 3 years ago
Alternatives and similar repositories for CryptoFL
Users that are interested in CryptoFL are comparing it to the libraries listed below
Sorting:
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆13Jun 21, 2021Updated 4 years ago
- Secure Federated Learning Framework with Encryption Aggregation and Integer Encoding Method.☆10Jul 1, 2024Updated last year
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆21Jan 15, 2026Updated 2 months ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆29Oct 25, 2021Updated 4 years ago
- Secure Linear Regression in the Semi-Honest Two-Party Setting.☆37Oct 1, 2019Updated 6 years ago
- 自己的个人毕设，联邦学习相关，主要是多方安全计算中秘密分享的一种算法实现，以完成不需要第三方的安全隐私传输。（An algorithm implementation of secret sharing in multi-party secure computing to c…☆18Apr 10, 2022Updated 3 years ago
- A compiled list of resources and materials for PPML☆11May 10, 2025Updated 10 months ago
- Benchmarks for various multi-party computation frameworks☆18Oct 28, 2024Updated last year
- ☆39Nov 8, 2024Updated last year
- Compression primitives for uplink compression in Federated Learning that are compatible with Secure Aggregation.☆10Jul 27, 2022Updated 3 years ago
- Secure Aggregation for FL☆38Nov 25, 2023Updated 2 years ago
- Crypto and networking utils used for ABY and OTExtension☆19Jul 6, 2021Updated 4 years ago
- Input scripts for securely evaluating quantized ImageNet models with mp-spdz☆19Oct 6, 2020Updated 5 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆37Jul 16, 2020Updated 5 years ago
- Paper Notes in MPC with Applications to PPML☆71Mar 22, 2024Updated 2 years ago
- Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing☆51Jul 14, 2021Updated 4 years ago
- A Parallel Secure Machine Learning Framework on GPUs☆21Nov 17, 2021Updated 4 years ago
- Function Secret Sharing library for Python and Rust with hardware acceleration (PETS '22)☆56Jul 24, 2023Updated 2 years ago
- Code for Paper "Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption"☆34Nov 17, 2022Updated 3 years ago
- Utilities for Deep Learning with PyTorch (models, losses, metrics etc.)☆14Jul 20, 2020Updated 5 years ago
- Privacy preserving machine learning for small molecule data☆13Mar 2, 2026Updated 3 weeks ago
- Federated learning + blockchain example☆12Sep 13, 2022Updated 3 years ago
- Secure aggregation protocol for TensorFlow Federated☆24Aug 19, 2020Updated 5 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆92Aug 4, 2019Updated 6 years ago
- Blockchain federated learning☆14Sep 26, 2022Updated 3 years ago
- Linear-complexity Private Function Evaluation (PFE) based on homomorphic encryption (as presented at ESORICS'20).☆10Sep 14, 2020Updated 5 years ago
- A secure aggregation system for private federated learning☆51May 13, 2024Updated last year
- Common MPC Pitfalls☆12Updated this week
- Practical Privacy-Preserving K-means Clustering (PETS-2020)☆35Jun 10, 2021Updated 4 years ago
- personal implementation of secure aggregation protocol☆44Feb 6, 2024Updated 2 years ago
- A Secure Multiparty Computation (MPC) protocol for computing linear regression on vertically distributed datasets.☆32Apr 16, 2019Updated 6 years ago
- A framework for generic hybrid two-party computation and private inference with neural networks☆31Feb 26, 2023Updated 3 years ago
- News in Privacy-Preserving Machine Learning☆12Feb 5, 2020Updated 6 years ago
- Official implementation for the paper "Automatic Neural Network Pruning that Efficiently Preserves the Model Accuracy".☆11Jun 8, 2023Updated 2 years ago
- ☆15Feb 7, 2017Updated 9 years ago
- 基于同态加密的联邦学习安全聚合系统☆49Mar 8, 2021Updated 5 years ago
- ☆10Jun 28, 2013Updated 12 years ago
- Set of JavaScript based tools and Ethereum Solidity contracts for BulletProof based range proofs and confidential transactions☆30Feb 17, 2019Updated 7 years ago
- ☆16Dec 11, 2023Updated 2 years ago