Sorry for the delayed response here, but i still find that

is not the case for a perceptron in d-dimensional space.

When N=6 and d=2, this equation says

, while i was able to get 38 dichotomies (by picking 6 equidistant points on the circumference of a circle).

If i am missing something, then can you please point me to the proof.

Thank you.