The expectations use normalized counting measure on a finite abelian group . This is the finite-group convention implicit in the averaging notation; an arbitrary infinite group has no normalized counting probability measure on all its points. For , define , and let denote complex conjugation. The Gowers U3 norm is
Averaging first over gives the Derivative identity for the Gowers U3 norm
Indeed, if , the average over is . The eighth root is consequently well-defined. Homogeneity follows because the cube has four unconjugated and four conjugated factors, so . If the norm is zero, every squared term in the finite average vanishes. Taking gives , so pointwise. This proves positive definiteness.
For the triangle inequality, we prove the needed Gowers-Cauchy-Schwarz inequality. For eight functions on a product of finite sets , form the box norm multilinear average
Fix a coordinate . After averaging its two variables separately, this is , where uses all vertices with and those with , with the remaining parity conjugations. The Cauchy-Schwarz inequality gives
where replaces the function at each vertex by the original function with its th index set to . Each right-hand average is a squared absolute value averaged over the other coordinates, hence nonnegative. Apply this operation successively for , to every resulting factor. The eight final families each use one original at all vertices. Taking roots gives the box Cauchy-Schwarz inequality
Now take and . With and , these independent variables induce uniform : each such tuple has exactly preimages. Therefore each box norm is the corresponding norm, and the mixed cube obeys
Expand the eight factors in the cube expression for . Its mixed terms are bounded by this inequality, and their bounds sum to . Thus , completing the norm proof.
Two consequences will be useful below. Multiplication by a character of a finite abelian group leaves the norm unchanged, because the alternating character product around a three-dimensional cube equals one. Also
where the last inequality uses the term and . Hence .
Index the functions as and write . We first control . Change variables to , average over , and apply Cauchy-Schwarz in , discarding the bounded factor . Expand the squared inner average with the second copy of written , then put . This yields
The right side is real and nonnegative because it arose as an average of squared absolute values. Next use and apply Cauchy-Schwarz in , discarding the bounded derivative. Expanding with a displacement in gives
Finally use and Cauchy-Schwarz in , discarding the bounded double derivative. Expansion with displacement gives
All these changes of variables are bijections without any division in .
Put , where is the torsion subgroup killed by an integer . The variables and are uniform on and , whose indices are . Since the last squared integrand is nonnegative, its restricted average is at most times the unrestricted average over the two increments. By part (i), that unrestricted average is . Hence .
To control , apply the same three eliminations in the order of slopes . The surviving has increments . The last increment is uniform, and only the first is restricted to , so the resulting bound is . Reversing the arithmetic progression by treats and respectively. This proves the four-term progression bound with torsion factors:
For a fixed finite group, this positive constant tends to zero with . In , , so . If multiplication by two and three are bijective, the sharper holds.
A dependence on torsion is necessary if a bound uniform over all finite abelian groups is intended. In , choose independent random signs . A cube with eight distinct vertices has sign product of expectation zero. Each of the twenty-eight possible collisions has probability , so the expectation of is at most . Some sign function therefore has norm at most . But with factors , every arithmetic progression is and its product is . Thus unbounded torsion obstructs uniform control of four-term progressions. The stated fixed-group bound, and the uniform cyclic-group bound needed in part (iii), are unaffected.
Let and . In the norm convention, the quadratic uniformity of a set means
If uniformity is parametrized instead by , replace the parameter below by . We prove the genuine-progression conclusion by placing nonnegative weights on a region where wrapping and repeated entries are impossible.
First suppose . Put , , , and let be the normalized convolution on a finite group. Define the weighted count
Both weights are nonnegative. Their supports require and in the ordinary representatives. In particular and . Every contributing arithmetic progression is therefore a set of four distinct integers in , with no modular wrap.
The averages of both weights are . The convolution theorem on a finite group and the Parseval identity on a finite group give
Translation multiplies coefficients by phases, so has the same Fourier coefficient sum. Telescoping the product of the four indicators around produces four error terms, each with one factor and all other factors bounded by one.
To bound a weighted error, expand both weights in their finite Fourier series. For frequencies , the extra character is . Write it as
and absorb these two characters into the functions at slopes zero and one. Even if the balanced factor is one of those functions, its norm remains at most by the character invariance proved in part (i). The cyclic bound of part (ii), with , therefore bounds each unweighted Fourier term by . Summing absolute coefficients costs at most . Consequently
Since and , this is positive whenever . A positive count supplies the required genuine arithmetic progression. This is the argument that triangular weights count genuine four-term progressions; it avoids losing powers of by cutting off a sharp interval.
For completeness, treat . If is a proper nonempty subset, then . The norm bound from part (i) gives
Choose below this bound as well. Then quadratic uniformity forces , which contains . Thus, for every , a sufficient threshold is
The restriction is necessary: for , the full group has balanced subset indicator zero and is quadratically uniform for every positive parameter, but no subset has four elements. The printed conclusion needs this elementary size qualification.

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