Apologies, I’m not sure I explained clearly enough what my model is intended for. I’m looking to make a transformation on the signal. So I’m not looking to predict the next value in a sequence.
My train of thought was that it would use the samples on either side to learn some kind of temporal relationship between the desired transformed output value at n and the samples on either side of its original form.