muclover / pvCNN
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。
☆14Updated last year
Alternatives and similar repositories for pvCNN:
Users that are interested in pvCNN are comparing it to the libraries listed below
- A secure aggregation system for private federated learning☆39Updated 11 months ago
- Experimental Code for Private Decision Tree Evaluation☆12Updated last year
- Private Inference on Transformer☆24Updated last year
- Fast Privacy-Preserving Machine Learning on the GPU☆82Updated 3 years ago
- Secure Aggregation for FL☆34Updated last year
- Code repository for the paper at USENIX Security'24☆27Updated 8 months ago
- Secure Linear Regression in the Semi-Honest Two-Party Setting.☆39Updated 5 years ago
- Secure Aggregation for Federated Learning with Malicious Actors☆24Updated 2 years ago
- ☆36Updated 5 months ago
- MPC team of Security Group in HITSZ☆20Updated last month
- Function secret sharing (FSS) primitives including distributed point functions (DPF) and distributed comparison functions (DCF)☆24Updated last week
- ☆28Updated 2 years ago
- Privacy-Preserving, Accurate and Efficient Inference for Transformers☆25Updated 10 months ago
- Efficient Secure Computation Protocols for Trigonometric Functions via Function Secret Sharing☆20Updated 2 years ago
- Repository for collection of research papers on multi-party learning.☆32Updated last year
- Implementation of protocols in the paper titled "Scalable Multi-Party Computation Protocols for Machine Learning in the Honest-Majority S…☆20Updated 2 months ago
- Paper Notes in MPC with Applications to PPML☆69Updated last year
- A crypto-assisted framework for protecting the privacy of models and queries in inference.☆19Updated 3 years ago
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated last year
- ☆35Updated 2 months ago
- ☆9Updated 9 months ago
- NFGen: Automatic Non-Linear Function Evaluation Code Generator for General-purpose MPC Platforms☆19Updated last year
- ☆14Updated 6 months ago
- ☆21Updated 2 years ago
- Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing☆51Updated 3 years ago
- A secure multi-party computation library based on arithmetic secret sharing and function secret sharing.☆27Updated last month
- ☆67Updated 6 years ago
- Intel Paillier Cryptosystem Library is an open-source library which provides accelerated performance of a partial homomorphic encryption …☆56Updated 10 months ago
- ☆15Updated last year
- MCSI☆13Updated 3 years ago