madeline271 Goto Github PK

6.867-final-project

Data poisoning attacks against federated learning systems；adversarial attacks and defenses against federated learning；

backdoor_federated_learning

Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)

backdoors101

How to backdoor federated learning的实验基础，看一下

barfed

Byzantine Attack-Resistant Federated Averaging Based on Outlier Elimination

beas

BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning

blockchain_enabled_federated_learning

Simulation-based performance analysis of server-less Blockchain-enabled Federated Learning

dagmm

My attempt at reproducing the paper Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

dagmm-1

A Pytorch implementation of the paper `Deep Autoencoding Gaussian Mixture Model For Unsupervised Anomaly Detection` by Zong et al.

data_process

For EMNIST, read images and labels from ubyte type files

datapoisoning_fl

Data Poisoning Attacks Against Federated Learning Systems

deep-learning

:computer:深度学习实战：手写数字识别、Discuz验证码识别、垃圾分类、语义分割

dfl

Blockchain-based FL

distributed_learning_simulator

GTG Shapley Value detailed code

docker-py

A Python library for the Docker Engine API

efficientnetb0

CNN

fabric

Hyperledger Fabric is an enterprise-grade permissioned distributed ledger framework for developing solutions and applications. Its modular and versatile design satisfies a broad range of industry use cases. It offers a unique approach to consensus that enables performance at scale while preserving privacy.

fedcoin

A Peer-to-Peer Payment System for Federated Learning

fedmd_clean

FedMD: Heterogenous Federated Learning via Model Distillation1

fedml

A Research Library and Benchmark for Federated Machine Learning

fl_attack_code

reveal the vulnerabilities of machine learning models

fl_incentive

An exploratory analysis on users’ contributions in federated learning

fl_targeted_attack

A collection of Google research projects related to Federated Learning and Federated Analytics.

foolsgold

Mitigating sybils in federated learning poisoning

go-ethereum-code-analysis

Ethereum

gtg-shapley

Efficient and Accurate Participant Contribution Evaluation in Federated Learning

leaf

Leaf: A Benchmark for Federated Settings

modelpruninglibrary

Model pruning enables efficient federated learning on edge2

mvdet

[ECCV 2020] Codes and MultiviewX dataset for "Multiview Detection with Feature Perspective Transformation".

noniid-dataset

pfl-non-iid

Personalized federated learning simulation platform with non-IID and unbalanced dataset