ucbsky / elsa
Secure Aggregation for Federated Learning with Malicious Actors
☆24Updated 2 years ago
Alternatives and similar repositories for elsa:
Users that are interested in elsa are comparing it to the libraries listed below
- Secure Aggregation for FL☆34Updated last year
- A secure aggregation system for private federated learning☆39Updated 10 months ago
- Secure Linear Regression in the Semi-Honest Two-Party Setting.☆39Updated 5 years ago
- Paper Notes in MPC with Applications to PPML☆68Updated last year
- ☆28Updated 2 years ago
- Fast Privacy-Preserving Machine Learning on the GPU☆82Updated 3 years ago
- ☆83Updated 4 years ago
- Repository for collection of research papers on multi-party learning.☆32Updated last year
- MPC team of Security Group in HITSZ☆20Updated last month
- The repo of "Efficient 3PC for Binary Circuits with Application to Maliciously-Secure DNN Inference"☆21Updated last year
- personal implementation of secure aggregation protocol☆43Updated last year
- Practical Privacy-Preserving K-means Clustering (PETS-2020)☆33Updated 3 years ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆23Updated 3 years ago
- ☆104Updated 3 years ago
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆23Updated 2 years ago
- ☆67Updated 6 years ago
- pMPL: A Robust Multi-Party Learning Framework with a Privileged Party. This project is connected with the publication @ ACM CCS 2022.☆17Updated 7 months ago
- Python implementation of some existing functional encryption schemes for the inner product functionality☆14Updated 2 years ago
- ☆28Updated last year
- Efficient Secure Computation Protocols for Trigonometric Functions via Function Secret Sharing☆20Updated 2 years ago
- Privacy-Preserving, Accurate and Efficient Inference for Transformers☆25Updated 9 months ago
- This is an implementation for paper "A Hybrid Approach to Privacy Preserving Federated Learning" (https://arxiv.org/pdf/1812.03224.pdf)☆21Updated 4 years ago
- Code repository for the paper at USENIX Security'24☆27Updated 7 months ago
- ☆19Updated 3 years ago
- A secure multi-party computation library based on arithmetic secret sharing and function secret sharing.☆27Updated 3 weeks ago
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated last year
- Privacy preserving vertical federated learning for tree-based models☆26Updated 3 years ago
- Private Inference on Transformer☆24Updated last year
- Improved Secure 3-Party Neural Network Inference with Reducing Online Communication Costs☆10Updated 2 years ago
- A framework for generic hybrid two-party computation and private inference with neural networks☆32Updated 2 years ago