What the difference of directly forward and separately forward of Sequential?

[krishnavishalv]

If I understand your question correctly. There is no difference in using them together or separately. Here is a quote from sowmith.

Difference between using Sequential and not?

both of them are exactly equivalent. Maybe both of them had different weight initializations and hence they got different performance.