The Chow's theorem as it stands holds only for a single linear threshold gate. That these gates are uniquely determined by their first $n+1$ Fourier coefficients.
Are there other circuits for which such a Chow's theorem is known to hold? Like for depth $2$ LTFs? Or are there reasons to believe that such extensions can't be true?