How can calculate Efficiency for predictive models based on accuracy or error over time?
Given that computation time is system dependent maybe you could consider MAE/number of parameters (in your case it would be weights since they are all NNs)

If you want to use time, your are right cant compare apples with oranges, so just drop the percantage and make sure they are normalized values (all future metrics)