We prove that any depth-3 circuit with MOD m gates of unbounded fan-in
on the lowest level, AND gates on the second, and a weighted threshol
d gate on the top needs either exponential size or exponential weights
to compute the inner product of two vectors of length n over GF(2). I
n contrast, with n AND gates at the bottom and n single MOD 2 gate at
the top one can compute the inner product function. The lower-bound pr
oof does not use any monotonicity or uniformity assumptions, also work
s for composite m's, and all of the gates have unbounded fan-in. Our m
ain lemma asserts that functions, computed by depth-2 AND-MOD m circui
ts have low probabilistic communication complexity. (C) 1998 Elsevier
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