what is the theoretical benchmark upon which to make select the artifical network to predicting data?

I have trained neural networks for 50 times(training) now I am not sure which network (from 50nets) I should choose to predict my data?Among MSE(mean square error) of network or R-squred or validation performance or test performance?....Thanks for any suggestion