Ye-D / CryptoFLLinks
Cryptographically Secure Aggregation for Federated Learning
☆11Updated 2 years ago
Alternatives and similar repositories for CryptoFL
Users that are interested in CryptoFL are comparing it to the libraries listed below
Sorting:
- A secure aggregation system for private federated learning☆42Updated last year
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆12Updated 4 years ago
- Paper Notes in MPC with Applications to PPML☆71Updated last year
- ☆37Updated 11 months ago
- Secure Linear Regression in the Semi-Honest Two-Party Setting.☆37Updated 6 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆71Updated 4 years ago
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated 5 months ago
- This is an implementation for paper "A Hybrid Approach to Privacy Preserving Federated Learning" (https://arxiv.org/pdf/1812.03224.pdf)☆23Updated 5 years ago
- Secure Aggregation for FL☆35Updated last year
- Repository for collection of research papers on multi-party learning.☆33Updated 2 years ago
- personal implementation of secure aggregation protocol☆45Updated last year
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆88Updated 6 years ago
- Code repository for the paper at USENIX Security'24☆32Updated last year
- Experimental Code for Private Decision Tree Evaluation☆15Updated 2 years ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago
- Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing☆51Updated 4 years ago
- 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 6 years ago
- A secure multi-party computation library based on arithmetic secret sharing and function secret sharing.☆36Updated this week
- ☆88Updated 5 years ago
- MPC team of Security Group in HITSZ☆19Updated 2 months ago
- Materials about Privacy-Preserving Machine Learning☆256Updated last month
- Implementation of protocols in Falcon☆95Updated last year
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆25Updated 3 years ago
- MCSI☆13Updated 3 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆31Updated 4 years ago
- A compiled list of resources and materials for PPML☆11Updated 5 months ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆23Updated 3 years ago
- Privacy Preserving Convolutional Neural Network using Homomorphic Encryption for secure inference☆48Updated 4 years ago
- The repo of "BumbleBee: Secure Two-party Inference Framework for Large Transformers" (NDSS 2025)☆46Updated 8 months ago