irxyzzz / nn-emd
NN-EMD framework: efficiently training neural networks using encrypted multi-sourced datasets
☆14Updated 3 years ago
Alternatives and similar repositories for nn-emd:
Users that are interested in nn-emd are comparing it to the libraries listed below
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆9Updated 3 years ago
- ☆13Updated 3 years 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
- MPC Secure Multiparty Computation. A three-party secret-sharing-based vertical federated learning setting. The data are vertically parti…☆23Updated 5 years ago
- Secure Aggregation for FL☆34Updated last year
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆37Updated last year
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆28Updated 3 years ago
- OLIVE: Oblivious and Differentially Private Federated Learning on TEE☆15Updated last year
- [arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning☆22Updated last year
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆30Updated 4 years ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆23Updated 3 years ago
- personal implementation of secure aggregation protocol☆43Updated last year
- Privacy Preserving Federated Learning on a Deep Neural Network☆8Updated 5 years ago
- A secure aggregation system for private federated learning☆39Updated 10 months ago
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆23Updated 2 years ago
- A simple Python implementation of a secure aggregation protocole for federated learning.☆35Updated last year
- Paper Notes in MPC with Applications to PPML☆68Updated last year
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆18Updated 2 years ago
- Eluding Secure Aggregation in Federated Learning via Model Inconsistency☆12Updated 2 years ago
- Implementation of "Reading in the Dark: Classifying Encrypted Digits with Functional Encryption"☆19Updated last year
- Secure Aggregation for Federated Learning with Malicious Actors☆24Updated 2 years ago
- ☆28Updated 2 years ago
- Code for Paper "Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption"☆32Updated 2 years ago
- Implementation of Federated Learning and Blockchain for training machine learning models using a decentralized approach thereby attemptin…☆31Updated 3 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆68Updated 4 years ago
- The implementation of CDW_FedAvg in the paper "Blockchain-Based Federated Learning for Device Failure Detection in Industrial IoT"☆32Updated 3 years ago
- Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆27Updated 2 months ago
- Simulation-based performance analysis of server-less Blockchain-enabled Federated Learning☆37Updated 2 years ago
- ☆13Updated last year
- Blockchain Enabled Asynchronous and Secure Federated Machine Learning☆11Updated 3 years ago