Formally, model-based decoding of the animal's decision relies on the posterior distribution over choice given the spikes, which can be derived from the encoding distribution using Bayes' rule.

The model was able to accurately decode the fMRI data into specific image categories. ... Neural Encoding and Decoding with Deep Learning for Dynamic Natural Vision. Haiguang Wen 2,3, Junxing Shi 2,3, ...