Overview

Name	Dataset	Description	Scene	Download	Remark
citeseer_node_classification	Citeseer	See here	Horizontal FL	Click Here
cora_node_classification	Cora	See here	Horizontal FL	Click Here	-
pubmed_node_classification	PubMed	See here	Horizontal FL	Click Here

Details

citeseer_node_classification

Federated CIFAR100 classification is a commonly used benchmark in FL. It assumes different virtual clients having non-overlapping samples from CIFAR100 dataset.

model

Model Name	Non-Fed Performance	NumPara	Implementation
cnn	-		-
mlp	-		-

supported partitioner

Name	IsDefault	Comments
IIDPartitioner	yes
DiversityPartitioner		Partitioning according to label diversity
DirichletPartitioner		Partitioning according to dir. distribution of labels

cora_node_classification

Federated MNIST classification is a commonly used benchmark in FL. It assumes different virtual clients having non-overlapping samples from MNIST dataset.

model

Model Name	Non-Fed Performance	NumPara	Implementation
cnn	-		-
mlp	-		-

supported partitioner

Name	IsDefault	Comments
IIDPartitioner	yes
DiversityPartitioner		Partitioning according to label diversity
DirichletPartitioner		Partitioning according to dir. distribution of labels

pubmed_node_classification

Federated CIFAR10 classification is a commonly used benchmark in FL. It assumes different virtual clients having non-overlapping samples from CIFAR10 dataset.

model

Model Name	Non-Fed Performance	NumPara	Implementation
cnn	-		-
mlp	-		-

supported partitioner

Name	IsDefault	Comments
IIDPartitioner	yes
DiversityPartitioner		Partitioning according to label diversity
DirichletPartitioner		Partitioning according to dir. distribution of labels