lunan0320 / FedPHELinks
Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning
☆31Updated last week
Alternatives and similar repositories for FedPHE
Users that are interested in FedPHE are comparing it to the libraries listed below
Sorting:
- personal implementation of secure aggregation protocol☆46Updated last year
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆38Updated last year
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆30Updated 4 years ago
- A secure aggregation system for private federated learning☆41Updated last year
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated last month
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆24Updated 2 years ago
- Multi‐key homomorphic encryption based on MKCKKS☆20Updated 3 years ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆23Updated 3 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 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
- Repository for collection of research papers on multi-party learning.☆32Updated last year
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆35Updated 4 years ago
- A simple Python implementation of a secure aggregation protocole for federated learning.☆35Updated 2 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆69Updated 4 years ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆88Updated 5 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆120Updated 8 months ago
- This is an implementation for paper "A Hybrid Approach to Privacy Preserving Federated Learning" (https://arxiv.org/pdf/1812.03224.pdf)☆21Updated 5 years ago
- Cryptographically Secure Aggregation for Federated Learning☆11Updated 2 years ago
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆11Updated 4 years ago
- Paper Notes in MPC with Applications to PPML☆69Updated last year
- ☆88Updated 5 years ago
- Secure Aggregation for Federated Learning with Malicious Actors☆25Updated 2 years ago
- OLIVE: Oblivious and Differentially Private Federated Learning on TEE☆16Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- Privacy Preserving Federated Learning on a Deep Neural Network☆8Updated 5 years ago
- Secure Aggregation for FL☆35Updated last year
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆46Updated last year
- ☆28Updated 2 years ago
- Federated Learning and Membership Inference Attacks experiments on CIFAR10☆22Updated 5 years ago