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demoallan's Projects

adversarial-robustness-toolbox

Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference

backdoors101

Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.

dba

DBA: Distributed Backdoor Attacks against Federated Learning

fda

Fourier Domain Adaptation for Semantic Segmentation

fedavgpy

On the Convergence of FedAvg on Non-IID Data

federated-learning-backdoor-example-with-mnist-and-cifar-10

This is a simple backdoor model for federated learning.We use MNIST as the original data set for data attack and we use CIFAR-10 data set for backdoor model in the model attack.This is a brief paper recurrence for "How To Backdoor Federated Learning? "

federated-learning-incentive-backdoor

papers for incentive and backdoor research in federated learning.

federated-learning-pytorch

Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data

federated-learning-pytorch-1

PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visual classification. Client distributions are synthesized with arbitrary non-identicalness and imbalance (Dirichlet priors). Client systems can be arbitrarily heterogeneous. Several mobile-friendly models are provided

fedmd_clean

FedMD: Heterogenous Federated Learning via Model Distillation

fine-pruning-defense

Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks (RAID 2018)

fmtl

Federated Multi-Task Learning

labs-federated-learning

Accenture Labs Federated Learning

ml_privacy_meter

Machine Learning Privacy Meter: A tool to quantify the privacy risks of machine learning models with respect to inference attacks, notably membership inference attacks

paillier-lwe-based-phe

Privacy-Preserving Deep Learning via Additively Homomorphic Encryption

privpkt

Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)

wsi-loop

Tool of running some WSI samples for further correction（跑一些WSI生成高精度Mask，用于给医生调整）

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