hepucuncao / MIA_toolbox
支持数据撤销的模型成员推理攻击工具箱
☆42Updated 3 weeks ago
Alternatives and similar repositories for MIA_toolbox:
Users that are interested in MIA_toolbox are comparing it to the libraries listed below
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆24Updated 2 years ago
- Paper Notes in MPC with Applications to PPML☆69Updated last year
- Code repository for the paper at USENIX Security'24☆27Updated 8 months ago
- A secure multi-party computation library based on arithmetic secret sharing and function secret sharing.☆27Updated last month
- Repository for collection of research papers on multi-party learning.☆32Updated last year
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆116Updated 6 months ago
- SOCI is a Secure Outsourced Computation on Integers based on the Paillier cryptosystem and a twin-server architecture☆116Updated last year
- personal implementation of secure aggregation protocol☆43Updated last year
- A secure aggregation system for private federated learning☆39Updated 11 months ago
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆37Updated last year
- ☆16Updated 6 months ago
- Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆27Updated 3 months ago
- MCSI☆13Updated 3 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆85Updated 5 years ago
- SOCI is a Secure Outsourced Computation on Integers based on the Paillier cryptosystem and a twin-server architecture☆104Updated last year
- Multi‐key homomorphic encryption based on MKCKKS☆19Updated 2 years ago
- A simple Python implementation of a secure aggregation protocole for federated learning.☆35Updated last year
- Implementation of Distributed function secret sharing and applications☆11Updated last month
- DPSUR☆26Updated 3 months ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆60Updated 3 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆29Updated 3 years ago
- ☆36Updated 5 months ago
- SOCI is a Secure Outsourced Computation on Integers based on the Paillier cryptosystem and a twin-server architecture☆99Updated last year
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆19Updated 2 years ago
- Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing☆51Updated 3 years ago
- ☆9Updated 4 months ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆69Updated 4 years ago
- FudanMPL 2.0, a series of multi-party learning frameworks, with rich features, including secure and fast XGBoost, secure Fine-tuning for …☆49Updated 2 weeks ago
- Implementation of protocols in Falcon☆93Updated 8 months ago
- Python implementation of some existing functional encryption schemes for the inner product functionality☆14Updated 2 years ago