drmhrehman / trustfed
This repository presents a blockchain-based framework, TrustFed, for Cross-Device Federated Learning systems to detect the model poisoning attacks, enable fair training settings, and maintain the participating devices' reputation. TrustFed provides fairness by detecting and removing the attackers from the training distributions. It uses blockcha…
☆11Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for trustfed
- A Proof-of-Stake (PoS) blockchain-based Federated Learning framework with a validation scheme robust against the distorted local model up…☆20Updated last year
- The implementation of CDW_FedAvg in the paper "Blockchain-Based Federated Learning for Device Failure Detection in Industrial IoT"☆31Updated 3 years ago
- Implementation of Federated Learning and Blockchain for training machine learning models using a decentralized approach thereby attemptin…☆31Updated 3 years ago
- Blockchain federated learning simulate by python☆10Updated last year
- We will implement this framework.☆29Updated 2 years ago
- This project used Flower, Go Ethereum, IPFS, Web3, digital signature and socket to implement blockchain-based federated learning.☆30Updated 2 years ago
- ☆73Updated last year
- Blockchain federated learning☆14Updated 2 years ago
- Asynchronous Federated Learning☆42Updated last year
- BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning☆28Updated 3 years ago
- Implementation of the ChainsFL.☆30Updated 3 years ago
- Simulation-based performance analysis of server-less Blockchain-enabled Federated Learning☆33Updated 2 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆30Updated 4 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆30Updated 3 years ago
- ☆34Updated 3 years ago
- Reproduce Paper "Federated Learning with Non-IID Data"☆10Updated 3 years ago
- Implementing the algorithm from our paper: "A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in …☆33Updated 5 months ago
- Implicit Model Specialization through DAG-based Decentralized Federated Learning☆19Updated 3 years ago
- 完全去中心化联邦学习☆17Updated last year
- The code for the paper "Blockchain Assisted Decentralized Federated Learning (BLADE-FL): Performance Analysis and Resource Allocation"☆28Updated 3 years ago
- Federated learning convolution neural network (FL-CNN) to detect mode of transport from Itinerum GPS trajectories.☆35Updated 5 years ago
- A distributed fedrated learning system on the blockchain.☆60Updated 5 years ago
- The Project's goal is to simulate a decentralised approach to building machine learning models while protecting the privacy of users.☆17Updated 3 years ago
- Asynchronous Federated Learning☆17Updated 3 years ago
- ☆11Updated last year
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆9Updated 3 years ago
- Source code for the paper "Asynchronous Federated Optimization"☆23Updated 2 years ago
- Federated learning + blockchain example☆11Updated 2 years ago
- Study of data imbalance and asynchronous aggregation algorithm on Federated Learning system (using PySyft)☆56Updated last year