liuweiran900217 / programming-dpLinks
☆21Updated 2 years ago
Alternatives and similar repositories for programming-dp
Users that are interested in programming-dp are comparing it to the libraries listed below
Sorting:
- personal implementation of secure aggregation protocol☆46Updated last year
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆25Updated 3 years ago
- A secure aggregation system for private federated learning☆41Updated last year
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆88Updated 6 years ago
- Secure Aggregation for FL☆35Updated last year
- ☆88Updated 5 years ago
- A simple Python implementation of a secure aggregation protocole for federated learning.☆35Updated 2 years ago
- Paper Notes in MPC with Applications to PPML☆71Updated last year
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆165Updated 2 years ago
- Repository for collection of research papers on multi-party learning.☆33Updated 2 years ago
- FedPHE & Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆32Updated this week
- Secure Aggregation for Federated Learning with Malicious Actors☆25Updated 2 years ago
- ☆28Updated 2 years ago
- Materials about Privacy-Preserving Machine Learning☆255Updated 2 weeks ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆22Updated 4 years ago
- Sample LDP implementation in Python☆129Updated 2 years ago
- Code & supplementary material of the paper Label Inference Attacks Against Federated Learning on Usenix Security 2022.☆84Updated 2 years ago
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆40Updated 2 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆71Updated 4 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆126Updated 11 months ago
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆12Updated 4 years ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆23Updated 3 years ago
- Code for NDSS 2021 Paper "Manipulating the Byzantine: Optimizing Model Poisoning Attacks and Defenses Against Federated Learning"☆147Updated 3 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆46Updated last year
- Useful tools for differential privacy☆216Updated 2 years ago
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated 4 months 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 sybil-resilient distributed learning protocol.☆105Updated last year
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago
- Paper notes and code for differentially private machine learning☆356Updated this week