How can Brian2 be used to realize a time-series prediction?

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Hi. If you want to start the network from the same initial state before each input, then yes, you’d need to restore it before each call. Could you share the code that sets the input? I guess you are somehow providing the same input for every run, and therefore your network produces the same output.