idanachituve / pfedgp Goto Github PK
View Code? Open in Web Editor NEWCode for Personalized Federated Learning with Gaussian Processes
Code for Personalized Federated Learning with Gaussian Processes
Dear authors
Thank you for sharing source code, the flow of this paper is great and the code is also great.
Could you provide CINIC Dataset or source code about it?
I wonder Why is that dataset in paper and not in code. I wonder how you implement it.
Thank you for your time!
Dear author, firstly, thanks for sharing your awesome work.
If you don't mind me asking, in the case of pFedHN in your performance comparison table, the baseline that you compared to your amazing pFedGP, is this algorithm a version with a personalized classifier (pFedHN-pc)?
Dear author
In addition, there is a discussion that I am curious about your opinion.
In most cases, normalization is applied to datasets such as Cifar10 and Cifar100 in PFL.
In fact, I wonder if this normalization is justifiable in terms of not knowing the distribution of the entire dataset from the perspective of each client.
This discuss is a question I have about PFL overall methodologies.
This is a question I ask because I'm curious about your excellent point of view, apart from the github code.
Thank you always.
Firstly, thanks for your awesome work and code. When I run the pFedGP_IP_compute in the cifar100 in the 'noisy input', there raises an error: 'RuntimeError: cholesky_cuda: For batch 1: U(993,993) is zero, singular U.' The same problem also occurs in other settings. How can I solve the issue?
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.