ucbsky / elsaLinks
Secure Aggregation for Federated Learning with Malicious Actors
☆28Updated 3 years ago
Alternatives and similar repositories for elsa
Users that are interested in elsa are comparing it to the libraries listed below
Sorting:
- Secure Aggregation for FL☆37Updated 2 years ago
- A secure aggregation system for private federated learning☆47Updated last year
- ☆90Updated 5 years ago
- Secure Linear Regression in the Semi-Honest Two-Party Setting.☆37Updated 6 years 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
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆24Updated 4 years ago
- Materials about Privacy-Preserving Machine Learning☆263Updated 4 months ago
- Piranha: A GPU Platform for Secure Computation☆104Updated 2 years ago
- Practical Privacy-Preserving K-means Clustering (PETS-2020)☆36Updated 4 years ago
- Cryptographically Secure Aggregation for Federated Learning☆11Updated 2 years ago
- Fast Privacy-Preserving Machine Learning on the GPU☆88Updated 4 years ago
- Privacy preserving vertical federated learning for tree-based models☆30Updated 4 years ago
- The repo of "Efficient 3PC for Binary Circuits with Application to Maliciously-Secure DNN Inference" (USENIX Security 2023)☆21Updated 2 years ago
- SecMML (Queqiao): Secure MPC (multi-party computation) Machine Learning Framework.☆113Updated 2 years ago
- ☆16Updated 2 years ago
- Implementation of protocols in Falcon☆95Updated last year
- ☆38Updated last year
- A Cryptographic Inference Service for Neural Networks☆131Updated last year
- Privacy-preserving Deep Learning based on homomorphic encryption (HE)☆35Updated 4 years ago
- Code repository for the paper at USENIX Security'24☆35Updated last year
- Privacy-Preserving, Accurate and Efficient Inference for Transformers☆33Updated last year
- A simple Python implementation of a secure aggregation protocole for federated learning.☆37Updated 2 years ago
- ☆32Updated 2 years ago
- Intel Paillier Cryptosystem Library is an open-source library which provides accelerated performance of a partial homomorphic encryption …☆56Updated 6 months ago
- MPC Secure Multiparty Computation. A three-party secret-sharing-based vertical federated learning setting. The data are vertically parti…☆24Updated 6 years ago
- Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing☆51Updated 4 years ago
- personal implementation of secure aggregation protocol☆47Updated last year
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated 8 months ago
- Private and Reliable Neural Network Inference (CCS '22)☆22Updated 2 years ago