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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
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About
Minimal Mistakes is a flexible two-column Jekyll theme.
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Posts
FederatedScope: A Flexible Federated Learning Platform for Heterogeneity
<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...
FederatedScope-GNN: Towards a Unified, Comprehensive and Efficient Package for Federated Graph Learning
<img src="https://img.alicdn.com/imgextra/i3/O1CN01zMCqUB1uWeyGfML3Y_!!6000000006045-0-tps-3238-2627.jpg" alt=post.excerptheader.caption>FederatedScope-GNN is an easy-to-use python package for federated graph learning. We built it upon FederatedScope so that the requirements for expressing fed...
Federated Matrix Factorization with Privacy Guarantee
<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
<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...
Collecting and Analyzing Data Jointly from Multiple Services under Local Differential Privacy
<img src="https://img.alicdn.com/imgextra/i2/O1CN01aDFSI61UWxDVCUY9T_!!6000000002526-0-tps-825-266.jpg" alt=post.excerptheader.caption>Techniques for collecting data from each service independently and analyzing the data from multiple services jointly, with privacy guarantees. Published in V...
DPSAaS: Multi-Dimensional Data Sharing and Analytics as Services under Local Differential Privacy
<img src="https://img.alicdn.com/imgextra/i2/O1CN01HD3eug1ruz9xfx4zW_!!6000000005692-0-tps-1222-295.jpg" alt=post.excerptheader.caption>We design and demonstrate a lightweight middleware called DPSAaS, which provides differentially private data-sharing-and-analytics functionality as cloud ser...
Answering Multi-Dimensional Analytical Queries under Local Differential Privacy
<img src="https://img.alicdn.com/imgextra/i1/O1CN01dkcgg51zLHCpZZ1k7_!!6000000006697-0-tps-818-376.jpg" alt=post.excerptheader.caption>Algorithms for answering multi-dimensional analytical (MDA) queries approximately under local differential privacy. Published in SIGMOD 2019.
docs
Documentation
Federated Learning (FL) is a learning paradigm for collaboratively learning models from isolated data without directly sharing privacy information, which hel...
Installation
About installation.
Start With Examples
For examples.
Start Your Own Case
Start your own cases.
DataZoo
About DataZoo.
ModelZoo
About ModelZoo.
AlgoZoo
About AlgoZoo.
Tuning Federated Learning
About using Federated HPO.
Event-driven Architecture
The event-driven architecture used in FederatedScope.
New Types of Messages and Handlers
About defining new stuffs.
Privacy Protection for Message
About protecting messages.
Local Learning Abstraction: Trainer
About trainer.
Personalized FL
About personalized FL.
Cross-Device FL
About cross-device FL.
Cross-Silo FL
About cross-silo FL.
Accelerating Federated HPO
About improving HPO.
Simulation and Deployment
About simulation and deployment
Contributing to FederatedScope
About contributing to FederatedScope.
Recommendation
Federated Recommendation.
Differential Privacy
About Differential Privacy.
Privacy Attacks
We provide the implementation of privacy attacker in FederateScope for developers to conveniently demonstrate privacy-preserving strength of the design syste...
Graph
About graph.
NLP and Speech
About NLP and Speech
Join Our Community
Welcome to join the community of FederatedScope!
Workers
The Worker class used in FederatedScope.
FS Data
The FS Data module used in FederatedScope.
LLM
FS-LLM module.
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...