Write the multilinear polynomial as , where is independent of , , and . Put . The Cauchy-Schwarz inequality gives , and independence givesChoose so large thatInduction on , using and the orthogonal identity , now yields
The relevant invariance principle for a low-degree multilinear polynomial is the following. Let and be sequences of independent random variables satisfyingIf is multilinear of degree at most and , then
For the proof, use the Lindeberg replacement method. Replace by one coordinate at a time and write , where and depend only on the other coordinates. A third-order Taylor expansion of has identical expected terms through order three for and , because the first three moments match. Each fourth-order remainder is bounded by , so the th replacement costs at mostPart (i), applied in the hybrid product space, bounds each of the two fourth-moment terms by . Thus the cost is at most . The triangle inequality and summation over prove the result.
Apply the coordinate-replacement proof from part (ii) directly to the quadratic formThe zero diagonal makes multilinear. For coordinate ,and the row and column assumptions implyEvery hybrid vector appearing during replacement has independent centered variance-one coordinates with fourth moments at most . The degree-one case of part (i) therefore givesThe fourth-order Taylor remainder from replacing coordinate is at most . Summing the replacement errors yields the stronger estimate
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