Remark: Random masks do not justify cue-column erasure

For an independent Bernoulli retention mask with probability $p$, and a first-layer cue block containing $512$ nonzero entries, the probability that the entire block is deleted is

This calculation does not apply to trained magnitude masks, but it demonstrates why independent-mask concentration is not a proof that ten-percent density removes all cue channels.