VerFedSV.jl

VerFedSV.jl is a Julia package for fair and efficient contribution valuation for vertical federated learning.

Installation

To install, just call

Pkg.add("https://github.com/ZhenanFanUBC/VerFedSV.jl.git")

Data

Experiments are run on Adult, which is downloaded from LIBSVM Data. You can also mannually download other data sets from the website, and call the function read_libsvm to load the data.

Examples

• Example for synchronous SGD is contained in experiment/syn_adult.jl
• Example for asynchronous SGD is contain in experiment/asyn_adult.jl. Note that for asynchronous SGD, we need to start Julia with multiple threads, i.e. juila -t M , where M is equal to the number of clients.