muclover / pvCNNLinks
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
Alternatives and similar repositories for pvCNN
Users that are interested in pvCNN are comparing it to the libraries listed below
Sorting:
- A secure aggregation system for private federated learning☆45Updated last year
- Secure Aggregation for FL☆36Updated 2 years ago
- ☆28Updated 2 years ago
- Code release for MPCViT accepted by ICCV 2023☆16Updated 11 months ago
- Paper Notes in MPC with Applications to PPML☆71Updated last year
- Materials about Privacy-Preserving Machine Learning☆261Updated 3 months ago
- Repository for collection of research papers on multi-party learning.☆34Updated 2 years ago
- Secure Aggregation for Federated Learning with Malicious Actors☆26Updated 3 years ago
- ☆15Updated 2 years ago
- ☆38Updated last year
- pMPL: A Robust Multi-Party Learning Framework with a Privileged Party. This project is connected with the publication @ ACM CCS 2022.☆17Updated last year
- NFGen: Automatic Non-Linear Function Evaluation Code Generator for General-purpose MPC Platforms☆20Updated 2 months ago
- MPC team of Security Group in HITSZ☆19Updated 4 months ago
- ☆10Updated last year
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆25Updated 3 years ago
- ☆21Updated 3 years ago
- Private Inference on Transformer☆30Updated 2 years ago
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated 7 months ago
- The repo of "Efficient 3PC for Binary Circuits with Application to Maliciously-Secure DNN Inference" (USENIX Security 2023)☆21Updated 2 years ago
- Experimental Code for Private Decision Tree Evaluation☆16Updated 2 years ago
- Code repository for the paper at USENIX Security'24☆34Updated last year
- Privacy-Preserving, Accurate and Efficient Inference for Transformers☆32Updated last year
- Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing☆51Updated 4 years ago
- ☆90Updated 5 years ago
- ☆21Updated 2 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆72Updated 5 years ago
- personal implementation of secure aggregation protocol☆47Updated last year
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆24Updated 4 years ago
- The repo of "BumbleBee: Secure Two-party Inference Framework for Large Transformers" (NDSS 2025)☆50Updated 10 months ago
- Code for the paper: Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions☆11Updated last year