Privacy-Preserving Federated Graph Neural Network Learning on Non-IID Graph Data

Table 2

The results of the federated GAT framework. Cora_noise is the Cora dataset with noisy labels.

Dataset (classifier)	Client 1		Client 2		Client 3		Client 4		GLOBAL
	LOC	FED	LOC	FED	LOC	FED	LOC	FED
Cora (MLP)	84.4	86.3	85.7	85.8	83.1	83.8	85.7	86.0	+3.01
Cora (SVC)	86.1	86.7	86.5	86.0	85.6	85.0	85.4	86.0	+0.1
Cora_noise (MLP)	81.4	81.0	79.0	79.5	72.2	75.9	70.6	77.3	+10.4
Cora_noise (SVC)	82.0	82.4	80.0	80.8	74.5	77.4	72.3	78.3	+10.1
CiteSeer (MLP)	72.3	74.7	72.8	74.1	72.8	74.3	72.7	75.0	+7.51
CiteSeer (SVC)	72.8	74.5	72.3	74.3	72.1	74.3	72.1	74.1	+7.82
Cora (full)	MLP		86.2		SVC		86.1
CiteSeer (full)	MLP		74.7		SVC		74.8