Local Epochs Inefficiency Caused by Device Heterogeneity in Federated Learning

Table 6

Weights model vs. linear regression model on P100, V100, and K40.

Datasets	RMSE
	Weights model	Linear regression model
P100_Conv	3.09 ms	12.59 ms
V100_Conv	1.85 ms	9.46 ms
K40_Conv	11.67 ms	47.41 ms