lunan0320 / FedPHE
Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning
☆15Updated last month
Related projects ⓘ
Alternatives and complementary repositories for FedPHE
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆18Updated 10 months ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆106Updated last month
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆29Updated last year
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆30Updated 4 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆57Updated 2 years ago
- personal implementation of secure aggregation protocol☆42Updated 9 months ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆43Updated last year
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆30Updated 3 years ago
- reproduce the FLTrust model based on the paper "FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping"☆26Updated last year
- Differentially Private Federated Learning on Heterogeneous Data☆59Updated 2 years ago
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆22Updated 2 years ago
- Implementation of Shuffled Model of Differential Privacy in Federated Learning." AISTATS, 2021.☆17Updated 2 years ago
- A foundational platform that primarily shares federated learning, differential privacy content☆20Updated 2 weeks ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆23Updated 3 years ago
- repo in several methods FedAvg, FedMD, FedProto, FedProx, FedHKD.☆18Updated last year
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆43Updated last year
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆16Updated last year
- ☆32Updated 2 years ago
- ☆34Updated 3 years ago
- DPSUR☆20Updated 4 months ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆81Updated 5 years ago
- OLIVE: Oblivious and Differentially Private Federated Learning on TEE☆14Updated last year
- ☆37Updated 9 months ago
- We provide a friendly foundational platform for beginners who intend to start Federated Learning (FL)☆15Updated 3 months ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆27Updated 3 years ago
- Code & supplementary material of the paper Label Inference Attacks Against Federated Learning on Usenix Security 2022.☆79Updated last year
- Code for Paper "Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption"☆30Updated 2 years ago
- PyTorch implementation of Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance☆31Updated last month
- ☆16Updated last year
- MPC Secure Multiparty Computation. A three-party secret-sharing-based vertical federated learning setting. The data are vertically parti…☆24Updated 5 years ago