Before revision:  We show that the decoding performance of our method scales better with large datasets, and moreover outperforms conventional decoding approaches , while still detecting physiologically appropriate brain areas for the cognitive statesclassified.
After revision:  We show that DeepLight outperforms conventional approaches of uni- and multivariate fMRI analysis in decoding the cognitive states and in identifying the physiologically appropriate brain areas for the cognitive statesclassified.