The thing is, there is no mention of the architecture used in getting that figure. Upon trying it out myself, the learning process doesn’t work as described in the paper. As mentioned in one of my previous replies, you can get a sine wave within 100 epochs using the architecture I mentioned above, but that is only for a single oscillation.