TRUST-TUDa / SAFELearn
Secure Aggregation for FL
☆34Updated last year
Alternatives and similar repositories for SAFELearn:
Users that are interested in SAFELearn are comparing it to the libraries listed below
- A secure aggregation system for private federated learning☆40Updated 11 months ago
- Secure Aggregation for Federated Learning with Malicious Actors☆24Updated 2 years ago
- Secure Linear Regression in the Semi-Honest Two-Party Setting.☆39Updated 5 years ago
- ☆87Updated 4 years ago
- personal implementation of secure aggregation protocol☆44Updated last year
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆24Updated 2 years ago
- Paper Notes in MPC with Applications to PPML☆69Updated last year
- A simple Python implementation of a secure aggregation protocole for federated learning.☆35Updated 2 years ago
- MPC Secure Multiparty Computation. A three-party secret-sharing-based vertical federated learning setting. The data are vertically parti…☆23Updated 5 years ago
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated last week
- Repository for collection of research papers on multi-party learning.☆32Updated last year
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆23Updated 3 years ago
- Input scripts for securely evaluating quantized ImageNet models with mp-spdz☆20Updated 4 years ago
- The repo of "Efficient 3PC for Binary Circuits with Application to Maliciously-Secure DNN Inference"☆21Updated last year
- This is an implementation for paper "A Hybrid Approach to Privacy Preserving Federated Learning" (https://arxiv.org/pdf/1812.03224.pdf)☆21Updated 4 years ago
- Practical Privacy-Preserving K-means Clustering (PETS-2020)☆34Updated 3 years ago
- ☆28Updated 2 years ago
- ☆36Updated 5 months ago
- NFGen: Automatic Non-Linear Function Evaluation Code Generator for General-purpose MPC Platforms☆19Updated last year
- pMPL: A Robust Multi-Party Learning Framework with a Privileged Party. This project is connected with the publication @ ACM CCS 2022.☆17Updated 8 months ago
- Fast Privacy-Preserving Machine Learning on the GPU☆82Updated 3 years ago
- Implementation of protocols in Falcon☆93Updated 9 months ago
- ☆67Updated 6 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆87Updated 5 years ago
- Improved Secure 3-Party Neural Network Inference with Reducing Online Communication Costs☆10Updated 2 years ago
- Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing☆51Updated 3 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆29Updated 3 years ago
- ☆104Updated 3 years ago
- MPC team of Security Group in HITSZ☆20Updated last week
- Privacy preserving vertical federated learning for tree-based models☆27Updated 3 years ago