goldenskygiang / flower-fhe
Flower framework for Federated Learning, with Fully Homomorphic Encryption integrated
☆12Updated 10 months ago
Alternatives and similar repositories for flower-fhe:
Users that are interested in flower-fhe are comparing it to the libraries listed below
- Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology …☆32Updated last year
- [CVPR 2023] CaPriDe Learning: Confidential and Private Decentralized Learning based on Encryption-friendly Distillation Loss☆11Updated 9 months ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆60Updated 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
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆23Updated 2 years ago
- Medical data is often highly sensitive in terms of data privacy and security concerns. Federated learning, one type of machine learn- ing…☆21Updated 2 years ago
- Privacy-Preserving Convolutional Neural Networks using Homomorphic Encryption☆79Updated 8 months ago
- Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆27Updated 2 months ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆28Updated 3 years ago
- Homomorphic Encryption and Federated Learning based Privacy-Preserving☆68Updated last year
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆37Updated last year
- Blockchain-based federated learning modular framework.☆39Updated 2 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆68Updated 4 years ago
- Python module for simulating gossip learning.☆41Updated last year
- A secure aggregation system for private federated learning☆39Updated 10 months ago
- Code for Paper "Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption"☆32Updated 2 years ago
- ☆10Updated last year
- ☆19Updated last year
- A Decentralized Blockchain-Based Federated Learning Framework☆68Updated last year
- Implementation of a client reputation, gradient checking and homomorphic encryption mechanism to defend a federated learning system from …☆12Updated last year
- OLIVE: Oblivious and Differentially Private Federated Learning on TEE☆15Updated last year
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆30Updated 4 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆84Updated 5 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 4 years ago
- A mathematical and code introduction to the BFV Homomorphic Encryption scheme.☆38Updated 2 years ago
- ⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning☆141Updated last month
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning☆32Updated 4 years ago
- PyTorch implementation of Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance☆33Updated 5 months ago
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated last year