InspiringGroup-Lab / martFLLinks
☆10Updated last year
Alternatives and similar repositories for martFL
Users that are interested in martFL are comparing it to the libraries listed below
Sorting:
- 该项目实现了隐私保护和可验证的卷积神经网络(CNN)测试,旨在使模型开发者能够在多个测试者提供的非公开数据上向用户证明CNN性能的真实性,同时保护模型和数据的隐私。☆15Updated 2 years ago
- A secure aggregation system for private federated learning☆47Updated last year
- Implementation for the protocols described in https://eprint.iacr.org/2023/1700☆14Updated last year
- Secure Aggregation for FL☆37Updated 2 years ago
- Implementation of protocols in the paper titled "Scalable Multi-Party Computation Protocols for Machine Learning in the Honest-Majority S…☆31Updated 11 months ago
- Paper Notes in MPC with Applications to PPML☆71Updated last year
- Repository for collection of research papers on multi-party learning.☆34Updated 2 years ago
- ☆28Updated 2 years ago
- ☆20Updated 2 years ago
- Code repository for the paper at USENIX Security'24☆37Updated last year
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆25Updated 3 years ago
- Python implementation of some existing functional encryption schemes for the inner product functionality☆16Updated 3 years ago
- pMPL: A Robust Multi-Party Learning Framework with a Privileged Party. This project is connected with the publication @ ACM CCS 2022.☆18Updated last year
- ☆90Updated 5 years ago
- ☆21Updated 3 years ago
- personal implementation of secure aggregation protocol☆45Updated last year
- Secure Aggregation for Federated Learning with Malicious Actors☆28Updated 3 years ago
- The zero knowledge proof system used in Delta.☆13Updated 2 years ago
- ☆38Updated last year
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆91Updated 6 years ago
- [INFOCOM24' & TDSC25']FedPHE & Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆41Updated 5 months ago
- Materials about Privacy-Preserving Machine Learning☆263Updated 4 months ago
- The repo of "Efficient 3PC for Binary Circuits with Application to Maliciously-Secure DNN Inference" (USENIX Security 2023)☆21Updated 2 years ago
- FudanMPL 2.0, a series of multi-party learning frameworks, with rich features, including secure and fast XGBoost, secure Fine-tuning for …☆57Updated last week
- ☆83Updated 6 months ago
- A simple Python implementation of a secure aggregation protocole for federated learning.☆37Updated 2 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆31Updated 4 years ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆28Updated 4 years ago
- Implementation of Multi-Key Homomorphic Encryption [KKLSS22]☆17Updated 2 years ago
- 基本已完成状态☆11Updated 6 years ago