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Yi Liu's Projects

flower icon flower

Flower - A Friendly Federated Learning Research Framework

gan-compression icon gan-compression

[CVPR 2020] GAN Compression: Efficient Architectures for Interactive Conditional GANs

gradattack icon gradattack

GradAttack is a Python library for easy evaluation of privacy risks in public gradients in Federated Learning, as well as corresponding mitigation strategies.

invertinggradients icon invertinggradients

Algorithms to recover input data from their gradient signal through a neural network

opacus icon opacus

Training PyTorch models with differential privacy

pfl-non-iid icon pfl-non-iid

The origin of the Non-IID phenomenon is the personalization of users, who generate the Non-IID data. With Non-IID (Not Independent and Identically Distributed) issues existing in the federated learning setting, a myriad of approaches has been proposed to crack this hard nut. In contrast, the personalized federated learning may take the advantage of the Non-IID data to learn the personalized model for each user. Thanks to @Stonesjtu, this platform can also record the GPU memory usage for the model.

ppfl icon ppfl

Privacy-preserving Federated Learning with Trusted Execution Environments

research-lab-website icon research-lab-website

This is a simple static research lab website template which can be used by college students / professors.

responsereviewers icon responsereviewers

A basic LaTeX template document for creating journal response to reviewers letters

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