delta-mpc / crypten_vfl_demoLinks
vertical federated learning demo with crypten
☆47Updated 3 years ago
Alternatives and similar repositories for crypten_vfl_demo
Users that are interested in crypten_vfl_demo are comparing it to the libraries listed below
Sorting:
- personal implementation of secure aggregation protocol☆46Updated last year
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆23Updated 3 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆46Updated last year
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆88Updated 5 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆70Updated 4 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆122Updated 9 months ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆39Updated last year
- Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆32Updated 3 weeks ago
- ☆88Updated 5 years ago
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆12Updated 4 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- A secure aggregation system for private federated learning☆41Updated last year
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated 2 months ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆35Updated 5 years ago
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆24Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorch☆301Updated 2 years ago
- Secure Aggregation for FL☆35Updated last year
- MPC Secure Multiparty Computation. A three-party secret-sharing-based vertical federated learning setting. The data are vertically parti…☆23Updated 6 years ago
- Privacy Preserving Federated Learning on a Deep Neural Network☆8Updated 5 years ago
- vertical federated learning paper lists☆76Updated 4 years ago
- A simple Python implementation of a secure aggregation protocole for federated learning.☆35Updated 2 years ago
- Galaxy Federated Learning Framework (星际联邦学习框架)☆254Updated 2 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆31Updated 4 years ago
- ☆35Updated 2 years ago
- Code for Paper "Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption"☆32Updated 2 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆66Updated 3 years ago
- A sybil-resilient distributed learning protocol.☆105Updated last year
- Private set intersection implemented in Python☆102Updated 3 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago