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An Explicit Window for Hypothetical Colossally Abundant Counterexamples to Robin's Criterion

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06 May 2026

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11 May 2026

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Abstract
Robin's criterion equates the Riemann hypothesis with the inequality $\sigma(n) < e^{\gamma}\,n\,\log\log n$ for every $n > 5040$. By a theorem of Robin, if the Riemann hypothesis is false then infinitely many colossally abundant numbers fail this inequality, so the existence of a counterexample to Robin's criterion is equivalent to the existence of a colossally abundant counterexample. Combining structural properties of colossally abundant numbers with explicit estimates for the Chebyshev theta function and the Mertens product due to Aoudjit, Berkane, and Dusart, we prove an unconditional and effective upper bound on any such counterexample. Specifically, if $n > 5040$ is colossally abundant and violates Robin's inequality, then $n < N_{k}^{Y_{k}}$, where $p_{k}$ is the largest prime factor of $n$, $N_{k} = \prod_{i=1}^{k} p_{i}$ is the primorial of order $k$, and $Y_{k} \to 1^{+}$ is an explicit constant. Together with the lower bound $n \geq N_{k}$ that holds for any Hardy--Ramanujan integer, this confines every hypothetical colossally abundant counterexample to a narrow explicit window above the corresponding primorial. We deduce a conditional reformulation of the Riemann hypothesis localized to this window. This work refines the approach taken in the author's earlier article ``Robin's criterion on divisibility'', published in The Ramanujan Journal.
Keywords: 
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1. Introduction

The Riemann hypothesis (RH), concerning the nontrivial zeros of the Riemann zeta function, has been called the “Holy Grail of Mathematics” [1,2]. Numerous equivalent formulations exist [3]; one of particular interest here is Robin’s criterion [4], which asserts that RH is equivalent to the inequality
σ ( n ) < e γ · n · log log n
holding for all n > 5040 . Here, γ 0.57721 is the Euler–Mascheroni constant, σ is the divisor sum function, log denotes the natural logarithm, and n is a natural number.
Among the integers, the superabundant and colossally abundant numbers, introduced by Ramanujan [5] and studied by Alaoglu and Erdos [6], play a central role in the analysis of Robin’s inequality. By a theorem of Robin [[4] Proposition 1, p. 204], if RH is false then there exist infinitely many colossally abundant numbers n > 5040 for which Robin’s inequality fails. Since every colossally abundant number is superabundant, ruling out colossally abundant counterexamples for n > 5040 is therefore equivalent to proving RH.
In this work we make no such claim. Rather, we use the explicit prime-counting bounds of Aoudjit, Berkane, and Dusart [7] together with structural properties of colossally abundant numbers to derive an unconditional, effective upper bound on the size of any hypothetical colossally abundant counterexample (Theorem 1). The bound takes the form n < N k Y k , where N k is the primorial of order k associated to the largest prime factor p k of n, and Y k is an explicit constant satisfying Y k 1 + as k . Combined with the trivial lower bound n N k for Hardy–Ramanujan integers, this confines any hypothetical colossally abundant counterexample to a narrow explicit interval above its primorial. We then deduce a conditional reformulation of RH localized to this interval (Theorem 2).
By restricting attention to colossally abundant numbers we obtain access to the explicit exponent formula of Alaoglu–Erdos [[6] Theorem 10, p. 462], which would be unavailable in the broader superabundant setting. Even with this additional structure, however, the manuscript does not establish the Riemann hypothesis. The combination of this exponent formula with Axler’s two-sided Chebyshev bound (Proposition 5) controls the smooth part of log n at the precision required by Theorem 1, but a residual fractional-part sum—an irregular contribution that no Chebyshev-type estimate can address—remains uncontrolled at the relevant scale. We discuss this obstruction in Section 3.6.

2. Background and Ancillary Results

The Euler–Mascheroni constant, denoted γ 0.57721 , is defined as
γ = lim n H n log n ,
where log denotes the natural logarithm and H n = k = 1 n 1 k is the n th harmonic number. As usual, σ ( n ) denotes the sum of all positive divisors of n:
σ ( n ) = d n d ,
where d n means that the integer d divides n. We define the abundancy index I : N Q by I ( n ) = σ ( n ) n . Since σ is multiplicative, I ( n ) admits a product representation:
Proposition 1. 
Let n = i = 1 r p i a i be the prime factorization of n, where p 1 < < p r are distinct primes and a 1 , , a r are positive integers. Then [[8]Lemma 1 (2) pp. 2]:
I ( n ) = i = 1 r p i p i 1 · i = 1 r 1 1 p i a i + 1 = i = 1 r I ( p i a i ) .
Proposition 2. 
For n > 1 [[9] (2.7) pp. 362]:
I ( n ) < p n p p 1 .
We introduce the following shorthand for Robin’s inequality:
Definition 1. 
We say that Robin ( n ) holds if
I ( n ) < e γ · log log n .
The Chebyshev function θ ( x ) is defined by
θ ( x ) = p x log p ,
where the sum is taken over all primes p x . The following two propositions provide the quantitative bounds on θ and on the Mertens product p x p p 1 that we will use:
Proposition 3. 
For x 7 , 232 , 121 , 212 [[7] Lemma 2.7 (4) pp. 19]:
θ ( x ) 1 0.01 log 3 ( x ) · x .
Proposition 4. 
For x 2 , 278 , 382 [[7] Lemma 2.7 (5) pp. 19]:
p x p p 1 e γ · ( log x ) · 1 + 0.2 log 3 ( x ) .
A two-sided refinement of the Chebyshev estimate, due to Axler, will be used in the discussion of the obstruction in Section 3.6. It improves on Proposition 3 both by being two-sided and by enlarging the constant in the error term to 0.15 .
Proposition 5. 
For every x 19 , 035 , 709 , 163 [[10] Theorem 1 pp. 2]:
1 0.15 log 3 x · x < θ ( x ) < 1 + 0.15 log 3 x · x .
Ramanujan’s theorem asserts that RH implies Robin ( n ) for all sufficiently large n [5]. Robin’s theorem sharpens this to a precise equivalence:
Proposition 6. 
Robin ( n ) holds for all natural numbers n > 5040 if and only if the Riemann hypothesis is true [[4] Theorem 1 pp. 188].
Ramanujan’s unpublished notes [5] introduced generalized highly composite numbers, encompassing both superabundant and colossally abundant numbers; these were also studied by Alaoglu and Erdos [6]. Given the first k consecutive primes p 1 = 2 , p 2 = 3 , , p k , an integer of the form i = 1 k p i a i with a 1 a 2 a k 1 is called a Hardy–Ramanujan integer [[9] pp. 367]. A natural number n is called superabundant if I ( m ) < I ( n ) for every natural number m < n . A natural number n is called colossally abundant if there exists ϵ > 0 such that
σ ( n ) n 1 + ϵ σ ( m ) m 1 + ϵ for all m 1 .
Proposition 7. 
Every colossally abundant number is superabundant [[6] pp. 455], and every superabundant number is a Hardy–Ramanujan integer [[6] Theorem 1 pp. 450]. In particular, every colossally abundant number is a Hardy–Ramanujan integer.
Proposition 8. 
If n is superabundant with largest prime factor p, then [[6] Theorem 7 pp. 454]
p log n ( n ) .
In particular, the largest prime factor of a colossally abundant number grows without bound along any infinite sequence of distinct colossally abundant numbers.
The next two propositions describe the structure of hypothetical counterexamples:
Proposition 9. 
If n > 5040 is the smallest integer for which Robin ( n ) fails, then the largest prime factor p of n satisfies p > e 31.018189471 [[11] Theorem 4.2 pp. 748].
Proposition 10. 
If the Riemann hypothesis is false, then there exist infinitely many colossally abundant numbers n > 5040 for which Robin ( n ) fails [[4] Proposition 1 pp. 204].
The following explicit formula of Alaoglu and Erdos describes the prime-power exponents of a colossally abundant number in terms of its parameter ϵ . We will not use it in the proof of our main bound, but it will be relevant to the discussion of the obstruction in Section 3.6.
Proposition 11. 
Let n ϵ be the colossally abundant number associated with parameter ϵ > 0 , and let k q ( ϵ ) denote the exponent of the prime q in the prime factorization of n ϵ . Then [[6] Theorem 10 pp. 462]:
k q ( ϵ ) = log q 1 + ϵ 1 q ϵ 1 log q 1 .

3. Main Results

Definition 2. 
Thep-adic order of a nonzero integer n, denoted ν p ( n ) , is the exponent of the highest power of the prime p that divides n.

3.1. A Structural Lemma for Colossally Abundant Numbers

The following lemma sharpens, for colossally abundant n, the relationship between the largest prime factor of n and the prime power q ν q ( n ) + 1 for any prime q p . The proof carries over verbatim from the corresponding statement for superabundant numbers, since the comparison argument uses only superabundance, and every colossally abundant number is superabundant by Proposition 7.
Lemma 1. 
Let n be a colossally abundant number with largest prime factor p. Then
p q ν q ( n ) + 1
for every prime q with 2 q p .
Proof. 
Suppose for contradiction that p > q ν q ( n ) + 1 for some prime q p . Set m = n · q ν q ( n ) + 1 p . Since m < n and n is superabundant by Proposition 7, we have I ( m ) < I ( n ) , i.e. I ( n ) / I ( m ) > 1 . Since I is multiplicative (Proposition 1), the ratio I ( n ) / I ( m ) depends only on the prime powers at which n and m differ, namely q and p. Computing via Proposition 1:
1 < I ( n ) I ( m ) = q 2 ν q ( n ) + 2 q ν q ( n ) + 1 q 2 ν q ( n ) + 2 1 · 1 + 1 p = 1 1 + 1 q ν q ( n ) + 1 · 1 + 1 p ,
where the last equality follows from the factorization:
q 2 ν q ( n ) + 2 q ν q ( n ) + 1 q 2 ν q ( n ) + 2 1 = 1 q ν q ( n ) + 1 1 q 2 ν q ( n ) + 2 1 = 1 q ν q ( n ) + 1 1 ( q ν q ( n ) + 1 1 ) ( q ν q ( n ) + 1 + 1 ) = 1 1 q ν q ( n ) + 1 + 1 = q ν q ( n ) + 1 q ν q ( n ) + 1 + 1 = 1 1 + 1 q ν q ( n ) + 1 .
Therefore 1 q ν q ( n ) + 1 < 1 p , which gives p < q ν q ( n ) + 1 , contradicting our assumption. □
Lemma 2. 
Let p be a fixed prime, and let n range over an infinite sequence of distinct colossally abundant numbers. Then ν p ( n ) as n along this sequence.
Proof. 
By Proposition 8, the largest prime factor P of n satisfies P . For any fixed prime p, all sufficiently large terms of the sequence have P p . Applying Lemma 1 with q = p then gives
P p ν p ( n ) + 1 , i . e . , ν p ( n ) log P log p 1 .
Since P , the right-hand side grows without bound, so ν p ( n ) . □

3.2. An Explicit Constant

Definition 3. 
For each prime p k > 2 , define
Y k = e 0.2 log 2 ( p k ) 1 0.01 log 3 ( p k ) .
Lemma 3. 
The sequence ( Y k ) is strictly decreasing on the range p k > e and satisfies Y k 1 + as k . In particular, 1 < Y k < 1.00021 for all p k > e 31.018189471 .
Proof. 
As p k increases, both 0.2 log 2 ( p k ) and 0.01 log 3 ( p k ) decrease monotonically to zero. Hence the numerator e 0.2 / log 2 ( p k ) decreases toward 1 from above, and the denominator 1 0.01 / log 3 ( p k ) increases toward 1 from below; both are positive on the stated range, so Y k is strictly decreasing with limit 1. Strictness Y k > 1 is immediate: e 0.2 / log 2 ( p k ) > 1 while 0 < 1 0.01 / log 3 ( p k ) < 1 , so the ratio exceeds 1. The numerical bound Y k < 1.00021 for p k > e 31.018189471 follows by direct evaluation at the threshold combined with monotonicity. □

3.3. The Key Prime-Product Estimate

The following lemma combines the bounds of Propositions 3 and 4 into a single inequality whose right-hand side is conveniently expressed in terms of Y k and θ ( p k ) .
Lemma 4. 
Let p 1 < p 2 < < p k be the first k consecutive primes with p k > 7 , 232 , 121 , 212 . Then
i = 1 k p i p i 1 e γ · log Y k · θ ( p k ) .
Proof. 
By Proposition 3:
θ ( p k ) 1 0.01 log 3 ( p k ) · p k .
Therefore:
log Y k · θ ( p k ) log Y k · 1 0.01 log 3 ( p k ) · p k = log p k + log Y k · 1 0.01 log 3 ( p k ) .
Substituting the definition of Y k and canceling:
log Y k · 1 0.01 log 3 ( p k ) = log e 0.2 log 2 ( p k ) 1 0.01 log 3 ( p k ) · 1 0.01 log 3 ( p k ) = log e 0.2 log 2 ( p k ) = 0.2 log 2 ( p k ) .
Combining:
log Y k · θ ( p k ) log p k + 0.2 log 2 ( p k ) .
Applying Proposition 4, and using log p k / log 3 ( p k ) = 1 / log 2 ( p k ) to expand the bound, then yields:
i = 1 k p i p i 1 e γ · log p k · 1 + 0.2 log 3 ( p k ) = e γ · log p k + 0.2 log 2 ( p k ) e γ · log Y k · θ ( p k ) .

3.4. An Effective Upper Bound on Counterexamples

We now establish the central unconditional estimate of this paper.
Theorem 1. 
Let n > 5040 be a colossally abundant number for which Robin ( n ) fails, and let p k be the largest prime factor of n. Assume p k > 7 , 232 , 121 , 212 . Set N k = i = 1 k p i , the primorial of order k. Then
N k n < ( N k ) Y k .
Proof. 
By Proposition 7, n is a Hardy–Ramanujan integer, so n = i = 1 k p i a i with a 1 a k 1 . The lower bound N k n follows immediately from a i 1 for every i. For the upper bound, the hypothesis p k > 7 , 232 , 121 , 212 ensures that Lemma 4 applies.
Since Robin ( n ) fails:
I ( n ) e γ · log log n .
Noting that log ( N k ) Y k = Y k · θ ( p k ) , Lemma 4 gives:
p p k p p 1 e γ · log log ( N k ) Y k .
Chaining Proposition 2 (using that the prime divisors of n are exactly p 1 , , p k ) with (1) and (2):
e γ · log log ( N k ) Y k p p k p p 1 > I ( n ) e γ · log log n .
Since x log log x is strictly increasing on x > 1 , we conclude ( N k ) Y k > n . □
Corollary 1. 
If n > 5040 is a colossally abundant counterexample to Robin with largest prime factor p k > 7 , 232 , 121 , 212 , then
θ ( p k ) log n < Y k · θ ( p k ) .
The width of this window satisfies log n θ ( p k ) < ( Y k 1 ) θ ( p k ) , where Y k 1 < 0.00021 for all p k > e 31.018189471 .
Proof. 
Take logarithms in Theorem 1 and use log N k = θ ( p k ) . The numerical estimate is Lemma 3. □

3.5. A Conditional Reformulation of the Riemann Hypothesis

Theorem 1 confines every hypothetical colossally abundant counterexample to a narrow explicit interval above its primorial. Combining this with Robin’s theorem yields the following equivalent reformulation.
Theorem 2. 
The following are equivalent:
(i)
The Riemann hypothesis is true.
(ii)
Every colossally abundant number n whose largest prime factor p k satisfies p k > 7 , 232 , 121 , 212 and which lies in the interval N k n < ( N k ) Y k also satisfies Robin ( n ) .
Proof. 
(i) ⇒ (ii). Assume RH. By Proposition 6, Robin ( n ) holds for every n > 5040 . Any n as in (ii) satisfies n N k p k > 7 , 232 , 121 , 212 > 5040 , so Robin ( n ) holds.
(ii) ⇒ (i). We argue by contrapositive. Assume RH is false. By Proposition 10, there exist infinitely many colossally abundant numbers n > 5040 for which Robin ( n ) fails. By Proposition 8, the largest prime factor of a colossally abundant number tends to infinity along any infinite sequence of distinct colossally abundant numbers; hence among these infinitely many counterexamples we may choose one, call it n 0 , whose largest prime factor p k 0 satisfies p k 0 > 7 , 232 , 121 , 212 . By Theorem 1 applied to n 0 ,
N k 0 n 0 < ( N k 0 ) Y k 0 .
Thus n 0 is a colossally abundant number satisfying every hypothesis of (ii) yet failing Robin ( n 0 ) , contradicting (ii). □
Corollary 2. 
The Riemann hypothesis is equivalent to the assertion that for every k with p k > 7 , 232 , 121 , 212 and every colossally abundant Hardy–Ramanujan integer n = i = 1 k p i a i with a 1 a k 1 satisfying
θ ( p k ) log n < Y k · θ ( p k ) ,
the inequality I ( n ) < e γ log log n holds.
Proof. 
Combine Theorem 2 with Proposition 7 and Corollary 1. Taking logarithms of N k n < ( N k ) Y k recasts the window in terms of θ ( p k ) , since log N k = θ ( p k ) . □

3.6. The Remaining Obstruction

For completeness, we record the asymptotic obstruction that prevents Theorem 2 from yielding an unconditional proof of RH along the lines pursued here. We assume throughout this subsection that p k 19 , 035 , 709 , 163 , so that Proposition 5 applies; this threshold is consistent with p k > e 31.018189471 since e 31.018189471 > 19 , 035 , 709 , 163 .
If n = i = 1 k p i a i is a colossally abundant counterexample, the structural inequality of Lemma 1 (with q = p i ) gives a i log p k log p i 1 , hence
log n = i = 1 k a i log p i k log p k θ ( p k ) .
By Abel summation, k log p k θ ( p k ) = 2 p k π ( t ) t d t , and the prime number theorem gives
k log p k θ ( p k ) p k log p k ( k ) .
On the other hand, ( Y k 1 ) θ ( p k ) 0.2 p k / log 2 ( p k ) . Both quantities are o ( θ ( p k ) ) , so the structural lower bound log n k log p k θ ( p k ) does not contradict the upper bound log n < Y k · θ ( p k ) provided by Theorem 1.
The colossally abundant setting permits a refinement: by Proposition 11, the exponent of each prime q p k in the factorization of n = n ϵ is given exactly by
a q = k q ( ϵ ) = x q ( ϵ ) 1 , x q ( ϵ ) : = log q 1 + ϵ 1 q ϵ 1 log q ,
where ϵ is the parameter associated to n ϵ . Writing { x } = x x for the fractional part,
log n = q p k x q ( ϵ ) log q S ( ϵ ) q p k { x q ( ϵ ) } log q F ( ϵ ) θ ( p k ) .
Here S ( ϵ ) is the smooth (continuous-in- ϵ ) part and F ( ϵ ) θ ( p k ) collects the floor and the explicit “ 1 ” from Proposition 11. We have 0 F ( ϵ ) < θ ( p k ) .

3.6.1. The Smooth Part is Well-Controlled by Axler’s Bound

Since a p k 1 , the parameter ϵ satisfies ϵ 1 / ( p k log p k ) . Expanding x q ( ϵ ) in ϵ and summing, one obtains
S ( ϵ ) = k log p k + k log log p k + S 1 ( ϵ ) ,
where S 1 ( ϵ ) is a smooth correction expressible as a linear combination of partial sums of log q and 1 over primes q p k . Such partial sums are precisely the quantities controlled by Proposition 5:
θ ( p k ) = p k 1 + O ( 1 / log 3 p k ) , π ( p k ) = p k log p k 1 + O ( 1 / log p k ) ,
with the latter following from the former by partial summation. In particular, S 1 ( ϵ ) admits an effective two-sided bound at scale o ( p k / log 2 p k ) from Proposition 5. Hence the smooth part of (3) can be evaluated to within the precision required by Theorem 1.

3.6.2. The Floor Contribution is the Obstruction

The remaining term F ( ϵ ) = q p k { x q ( ϵ ) } log q is not controlled by any Chebyshev-type estimate, because the fractional parts { x q ( ϵ ) } depend on the arithmetic of ϵ relative to log q for each prime q individually. The only universal bound is the trivial one,
0 F ( ϵ ) < θ ( p k ) p k ,
which is too weak by a factor of log 2 p k to determine whether
log n θ ( p k ) = k log p k θ ( p k ) + k log log p k + S 1 ( ϵ ) F ( ϵ )
exceeds ( Y k 1 ) θ ( p k ) 0.2 p k / log 2 p k . While the leading explicit positive terms
k log p k θ ( p k ) + k log log p k p k log p k + p k log log p k log p k
exceed 0.2 p k / log 2 p k asymptotically, the term F ( ϵ ) may be of size up to θ ( p k ) p k , dwarfing both the leading positive contributions and the window width. The sign of log n θ ( p k ) relative to ( Y k 1 ) θ ( p k ) therefore cannot be determined without an effective estimate for F ( ϵ ) .

3.6.3. Reformulating the Obstruction

The above analysis shows that the obstruction to closing the gap is not a deficiency of the Chebyshev estimate—which Axler’s bound (Proposition 5) handles to the required precision—but the absence of a sufficiently sharp upper bound on the irregular sum
F ( ϵ ) = q p k { x q ( ϵ ) } log q
for parameters ϵ 1 / ( p k log p k ) corresponding to colossally abundant counterexamples. Concretely, an unconditional refinement of Theorem 2 sufficient to establish RH along these lines would require a bound of the form
F ( ϵ ) k log p k θ ( p k ) + k log log p k 0.2 p k / log 2 p k + o ( p k / log 2 p k )
to fail for the relevant ϵ . Since the right-hand side is asymptotic to p k log log p k / log p k , this is not a numerically severe constraint; but F ( ϵ ) depends on the joint distribution of the residues { x q ( ϵ ) } across primes q p k , and no unconditional method is known to control such fractional-part sums at this scale uniformly in ϵ . Establishing the required estimate appears to require techniques outside the scope of explicit prime-counting bounds, and we leave it as an open problem.

Acknowledgments

The author is sincerely grateful to Iris, Marilin, Sonia, Yoselin, Arelis, Anissa, Liuva, Yudit, Gretel, Gema, and Blaquier, as well as Israel, Arderi, Juan Carlos, Yamil, Alejandro, Aroldo, Yary, Reinaldo, Alex, Emmanuel, and Michael for their constant support. Whether through encouragement, stimulating conversations, practical assistance, or simply being present during challenging moments, their contributions have played an important role in bringing this work to completion.

References

  1. Conrey, B., Riemann’s hypothesis. In Colloquium De Giorgi 2013 and 2014; Publications of the Scuola Normale Superiore ((COLLOQUIASNS,volume 5)), Scuola Normale Superiore, 2015; pp. 109–117. [CrossRef]
  2. Connes, A. An Essay on the Riemann Hypothesis. Open Problems in Mathematics 2016, pp. 225–257. [CrossRef]
  3. Conrey, B. The Riemann Hypothesis. Notices of the AMS 2003, 50, 341–353.
  4. Robin, G. Grandes valeurs de la fonction somme des diviseurs et hypothèse de Riemann. J. Math. pures appl 1984, 63, 187–213.
  5. Nicolas, J.L.; Robin, G. Highly Composite Numbers by Srinivasa Ramanujan. The Ramanujan Journal 1997, 1, 119–153. [CrossRef]
  6. Alaoglu, L.; Erdos, P. On Highly Composite and Similar Numbers. Transactions of the American Mathematical Society 1944, 56, 448–469. [CrossRef]
  7. Aoudjit, S.; Berkane, D.; Dusart, P. On Robin’s criterion for the Riemann Hypothesis. Notes on Number Theory and Discrete Mathematics 2021, 27, 15–24. [CrossRef]
  8. Hertlein, A. Robin’s Inequality for New Families of Integers. Integers 2018, 18.
  9. Choie, Y.; Lichiardopol, N.; Moree, P.; Solé, P. On Robin’s criterion for the Riemann hypothesis. Journal de Théorie des Nombres de Bordeaux 2007, 19, 357–372. [CrossRef]
  10. Axler, C. Estimates for π(x) for Large Values of x and Ramanujan’s Prime Counting Inequality. Integers 2018, 18.
  11. Vega, F. Robin’s criterion on divisibility. The Ramanujan Journal 2022, 59, 745–755. [CrossRef]
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