Before revision:  Here, we assembled a novel deep neural network (DNN) for classifying directly from 4-D fMRI time series, retaining both spatial and temporal information of fMRI signals .
After revision:  Here, we assembled a novel deep neural network (DNN) for directly decoding multiple brain task states from fMRI signals of the brain without any burden for feature handcrafts .