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About

Minimal Mistakes is a flexible two-column Jekyll theme.

An easy-to-use federated learning platform providing comprehensive functionalities.

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Posts

FederatedScope: A Flexible Federated Learning Platform for Heterogeneity

1 minute read

<img src="https://img.alicdn.com/imgextra/i1/O1CN015NinK21QkupBdABHe_!!6000000002015-0-tps-5088-2277.jpg" alt=post.excerptheader.caption>

FederatedScope is a flexible and comprehensive federated learning platform proposed for tackling the heterogeneity in real-world federated learning applicati...

Federated Matrix Factorization with Privacy Guarantee

1 minute read

<img src="https://img.alicdn.com/imgextra/i3/O1CN01cfwdl01WW9l1yGIIb_!!6000000002795-2-tps-1906-660.png" alt=post.excerptheader.caption>

Matrix factorization algorithms for recommender systems under both horizontal and vertical federated settings. Published in VLDB 2022.

Improving Utility and Security of the Shuffler-based Differential Privacy

less than 1 minute read

<img src="https://img.alicdn.com/imgextra/i1/O1CN01O7YNQy1wp69Cy5a6X_!!6000000006356-0-tps-819-262.jpg" alt=post.excerptheader.caption>

For frequency queries, introducing a new algorithm that achieves a better privacy-utility tradeoff via shuffling and a novel protocol that provides better pr...

docs

Quick Start

Federated Learning (FL) is a learning paradigm for collaboratively learning models from isolated data without directly sharing privacy information, which hel...

Privacy Attacks

We provide the implementation of privacy attacker in FederateScope for developers to conveniently demonstrate privacy-preserving strength of the design syste...

pets

Lhasa Apso

The Lhasa Apso is a non-sporting dog breed originating in Tibet.

Tabby

A tabby is any domestic cat that has a coat featuring distinctive stripes, dots, lines or swirling patterns, usually with a mark resembling an ‘M’ on its for...

portfolio

Baz Boom Identity

Baz Boom design system including logo mark, website design, and branding applications.

Fizz Bang Identity

Fizz Bang design system including logo mark, website design, and branding applications.

Foo Bar Identity

Foo Bar design system including logo mark, website design, and branding applications.

Ginger Gulp Identity

Ginger Gulp design system including logo mark, website design, and branding applications.

recipes

Chocolate Chip Cookies

A chocolate chip cookie is a drop cookie that originated in the United States and features chocolate chips as its distinguishing ingredient.

Oatmeal Cookies

Oatmeal cookies are a proverbial favorite with both kids and adults. This crisp and chewy cookie is loaded with oats, dried fruit, and chopped nuts.

Peanut Butter Cookies

A peanut butter cookie is a type of cookie that is distinguished for having peanut butter as a principal ingredient. The cookie generally originated in the U...

refs