reproduce

[Itsanewday]

[Hi,]
when i reproduce this model on cifar10, i find that the validation error is very unstable. For the first 200 epochs,the top1 error is fluctuating between 0.15 to 0.35. Then it drops to 0.1 to 0.14, because of the smaller learningrate , during the 200 to 300 epochs .And finally ,it keeps stable at 0.08 , for the last 100 epochs. Does anyone see the similar things? how can i make the validation error smooth ?
The result as below.

net-train.pdf