The unimodality conjecture for the Boţ-Nguyen coefficients
The unimodality conjecture for the Boţ-Nguyen coefficients
Let , and for each consider the coefficient sequence . Unimodality conjecture. For every choice of , the sequence
is unimodal. Numerical experiments motivate this claim, while the preceding discussion shows that including would fail to give unimodality for small ; no resolution is supplied.
Progress summary
The conjecture remains open, with only a special case known and no public proof or counterexample found.
A 2026 paper formulates the claim that, for every parameter and every , the coefficient sequence from indices through is unimodal. It is motivated by numerical experiments, but the paper gives no resolution.
Known results
- For , Proposition 5.3 proves unimodality of the full coefficient row, hence also of the conjectured truncated row.
- For , the constant coefficient can disrupt unimodality: it exceeds the next coefficient for , equals it at , and is smaller for .
- More generally, the source explains why the conjecture excludes index ; for , one has .
Current status (as of August 2026): The case is settled, while the conjecture for general remains open with no published proof, counterexample, or verification found.
Sources
Sources & referencesView supporting material
Primary source
Heinz H. Bauschke and Yuan Gao, “Boţ-Nguyen Acceleration, Weighted Mean Ergodic Iteration, and the Beta-Binomial Distribution”, arXiv:2604.17084 (2026).
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Unimodality of the Boţ–Nguyen coefficient rows
Bauschke and Gao's Conjecture 6.5 in arXiv:2604.17084v2 concerns the coefficients defined by their Lemma 4.1, equations (44) and (45b). The conjecture excludes . That exclusion matters: the source explains that including the constant coefficient can destroy unimodality. The case is already proved in the source.
Theorem. For every real and every integer , the sequence
is unimodal. More precisely, it is nondecreasing up to
and nonincreasing thereafter. The inequalities asserted here are weak; uniqueness of the mode is not needed.
Main idea. Normalize each row by its positive constant coefficient. The resulting recurrence has a nonnegative expansion indexed by matchings of a path. Grouping terms with all but the first marked edge fixed lets the decreasing edge weights produce sums of symmetric unimodal polynomials whose middle modes agree. Only the constant coefficient needs to be adjusted, so every coefficient in the conjectured range is unchanged.
1. A normalized recurrence
Put , and let
The source recurrence is
and, for ,
For the rising factorial , with , the constant term of (1) gives
Consequently, the normalized polynomials satisfy
Indeed,
The quantities are positive and strictly decreasing in . We will prove a recurrence lemma that only requires
No upper bound on the is required for that lemma.
2. Symmetric unimodal polynomials
Write
A polynomial is called symmetric of order if its coefficient array, padded by zeros to indices , is symmetric under . Its actual degree may be less than .
Nonnegative symmetric unimodal polynomials of order are precisely the nonnegative linear combinations of
To see this, the coefficient multiplying the term with index is the difference between the coefficients at and , with the coefficient at set to zero. The converse follows directly from the interval of ones in each summand.
Products of such polynomials are again nonnegative, symmetric and unimodal, with their orders added. One elementary proof uses
whose coefficients on both sides count the pairs of integers in with prescribed sum, and then applies (4).
In particular, a nonnegative symmetric unimodal polynomial of order , or of order , has a mode at after padding to . For even , an order- polynomial has equal middle coefficients at . For odd , an order- polynomial has equal middle coefficients at . Thus nonnegative sums of these two types are unimodal with the same specified mode.
3. A prefix-sum identity
For integers and , set
The following identity will supply the needed positivity:
Empty sums are zero. The first two terms on the right together are symmetric unimodal of order ; the last sum is symmetric unimodal of order . When , the latter is zero.
Here is an algebraic verification valid for every . Subtract the last sum in (6) from the definition of , and use . The result is
For , define
If , then . If , then . The remaining terms obey
Pairing these terms in the prefix leaves exactly
Substitution into (7) proves (6), including , , and both parities of .
If , ordinary finite summation by parts gives
All weights on the right are nonnegative, including the final boundary weight . Equations (6) and (8) therefore decompose the left side into nonnegative symmetric unimodal parts of orders and .
4. The path-matching expansion
Fix , and consider a path with vertices . Label its edge by , for . A matching is a set with no consecutive indices. Write
where an empty product is one. After deleting the endpoints of its marked edges, let be the lengths of the remaining consecutive vertex segments, in order; zero lengths are allowed. Thus
The recurrence (2), for arbitrary , has the expansion
For completeness, (9) can be derived from a tridiagonal determinant. Take diagonal entries , superdiagonal entries one, and subdiagonal entry at edge . Expansion along the last row gives exactly (2), with the stated initial conditions. In the determinant's permutation expansion, every nontrivial cycle is an adjacent transposition, so the edge transpositions form a matching. Expand each factor into , and fix the edges where the second term was chosen. These edges form the marked matching . The remaining determinant factors over the undeleted path segments, with all remaining edge parameters equal to zero. A standard segment of length has determinant , since it satisfies ; the initial segment has determinant . This proves (9).
Let denote the same recurrence with . Formula (9) shows that is a nonnegative sum of products
each symmetric unimodal of order . Hence has that property.
It remains to treat ; denote the corresponding polynomial by . In (9), the empty matching contributes . For a nonempty matching, multiplication by two changes the initial factor into .
Group the nonempty matchings by keeping all marked edges except the first fixed. There are two cases.
- If there are no other marked edges, the first edge ranges over . Put , , and .
- Otherwise, let be the first of the fixed later marked edges. The first edge ranges over . Put , , and let be the product of the -polynomials for the fixed segments after edge .
Groups with no admissible first edge are omitted. In either case, , the two initial segment lengths are , and the group's contribution to is
where is the fixed set of later marked edges and . If is the degree of , then
The weights in (10) are nonnegative and nonincreasing by (3). Apply (8) and then (6). The factor is a product of -polynomials, and multiplying also by adds to the symmetry order. By (11), every term obtained is symmetric unimodal of order or , with a nonnegative scalar coefficient.
Adding the empty matching therefore proves that
where and are nonnegative symmetric unimodal polynomials of orders and , respectively. Either may be zero. Thus is unimodal with a mode at .
For , there are no nonempty matchings and (12) simply reads . For , the sole nonempty matching has , and (10) is , a nonnegative order-two term. These cases require no negative-index -polynomial.
Finally, the recurrence is linear in its initial conditions. For every ,
Consequently,
Both scalar weights are nonnegative, and both polynomials on the right are unimodal with a mode at . This proves that the full coefficient sequence of has that mode.
5. Conclusion for the original coefficients
Equation (13) changes only the coefficient at index zero. Hence, for , the coefficients of at indices are nondecreasing up to and nonincreasing afterward. For , the sequence has one term and is unimodal. Multiplication by the positive constant preserves every inequality. Applying (3) to the parameters in (2) proves the theorem for all real and all .