dilawarm / federatedLinks
Federated Learning with Differential Privacy and Homomorphic Encryption.
☆37Updated 4 years ago
Alternatives and similar repositories for federated
Users that are interested in federated are comparing it to the libraries listed below
Sorting:
- Implementation of Shuffled Model of Differential Privacy in Federated Learning." AISTATS, 2021.☆18Updated 3 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆37Updated 5 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 5 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆35Updated 4 years ago
- Privacy Preserving Vertical Federated Learning☆222Updated 2 years ago
- A Simulator for Privacy Preserving Federated Learning☆96Updated 5 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 3 years ago
- Implementation of dp-based federated learning framework using PyTorch☆314Updated 3 weeks ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆76Updated 11 months ago
- Study of data imbalance and asynchronous aggregation algorithm on Federated Learning system (using PySyft)☆63Updated 2 years ago
- ☆54Updated 3 years ago
- A ledger for private and secure peer to peer machine learning☆111Updated 2 years ago
- ☆35Updated 3 years ago
- BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning☆33Updated 4 years ago
- This repository contains all the implementation of different papers on Federated Learning☆42Updated 5 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆71Updated 3 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆31Updated 4 years ago
- ⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning☆154Updated 11 months ago
- Fair Resource Allocation in Federated Learning (ICLR '20)☆253Updated 2 years ago
- ☆16Updated 2 years ago
- A distributed fedrated learning system on the blockchain.☆66Updated 7 years ago
- FedPSO: Federated Learning Using Particle Swarm Optimization to Reduce Communication Costs☆19Updated 3 years ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆21Updated last week
- ☆77Updated 2 years ago
- A sybil-resilient distributed learning protocol.☆110Updated 4 months ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆28Updated 4 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆53Updated 2 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆91Updated 6 years ago
- Federated learning convolution neural network (FL-CNN) to detect mode of transport from Itinerum GPS trajectories.☆35Updated 6 years ago
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆72Updated 5 years ago