Szczecin / MPC-FLLinks
多方安全计算技术&联邦学习相关/Multi party security computing technology federated learning
☆17Updated last year
Alternatives and similar repositories for MPC-FL
Users that are interested in MPC-FL are comparing it to the libraries listed below
Sorting:
- 基于同态加密的联邦学习安全聚合系统☆45Updated 4 years ago
- vertical federated learning demo with crypten☆47Updated 3 years ago
- Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆32Updated last month
- personal implementation of secure aggregation protocol☆46Updated last year
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆125Updated 10 months ago
- 自己的个人毕设，联邦学习相关，主要是多方安全计算中秘密分享的一种算法实现，以完成不需要第三方的安全隐私传输。（An algorithm implementation of secret sharing in multi-party secure computing to c…☆18Updated 3 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆88Updated 6 years ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago
- 基于phe库的安全多方计算协议实现☆11Updated 3 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆31Updated 4 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆70Updated 4 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆40Updated last year
- A foundational platform that primarily shares federated learning, differential privacy content☆22Updated 4 months ago
- Code for Paper "Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption"☆32Updated 2 years ago
- Paper Notes in MPC with Applications to PPML☆70Updated last year
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆46Updated last year
- Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology …☆32Updated last year
- 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☆25Updated 2 years ago
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆12Updated 4 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆45Updated 2 years ago
- Privacy Preserving Federated Learning on a Deep Neural Network☆8Updated 5 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
- ☆35Updated 3 years ago
- FedAI 社区中文文档☆135Updated last year
- Repository for collection of research papers on multi-party learning.☆32Updated 2 years ago
- Multi‐key homomorphic encryption based on MKCKKS☆20Updated 3 years ago
- The source code of the paper "Efficient Privacy-Preserving Federated Learning with Compressed Sensing"☆21Updated last year
- Federated Learning Blockchain Web Demo☆51Updated 2 years ago