Submitted:
09 August 2026
Posted:
10 August 2026
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Abstract
To a Collatz-type map T_{a,b,q}(n) = (an+b)/q^{v_q(an+b)} one may attach two numerical invariants of opposite character: an archimedean one, the mean logarithmic drift delta = log a - E[v] log q, which governs whether orbits grow or shrink; and a non-archimedean one, the similarity dimension dim_S = H(nu_q)/log a of the invariant measure of an associated iterated function system on the a-adic integers. Each reaches its critical value at a particular multiplier a. We prove that these two critical multipliers coincide precisely when q = 2, and that in general they differ by the exact factor q-1: a_drift = (q-1) a_dim. The proof rests on the pointwise identity -log nu_q(m) = m log q - log(q-1), valid for every m >= 1, which is not a normalisation but a coincidence between the information content of a valuation and its archimedean cost. We show that the condition q = 2 is equivalent to three further properties of the family - the triviality of (Z/qZ)^*, the vanishing of an associated free energy, and the map's being everywhere defined on the units - so that the arithmetic distinguishing the classical 3x+1 map is one condition in four guises. Three complements are proved: the full Renyi spectrum of the invariant measure admits a closed form, of which the similarity dimension is the value at t=1; for q >= 3 there is a nonempty band of multipliers on which the map contracts on average while its invariant measure is singular; and the transfer operator, though quasi-compact on Holder spaces, has no eigenvalue other than 1, its entire remaining spectrum being essential spectrum at the contraction rate. Two further results give the family a sharper shape. First, a purity theorem: mu_{a,b,q} is either purely absolutely continuous or purely singular with respect to Haar measure, never a mixture. Its proof is a direct consequence of the uniqueness of the invariant measure, and we know of no route to it from the probabilistic description of the underlying random variable. Second, a complete classification: among all integer pairs (a,q) with a >= 2, q prime and gcd(a,q) = 1, exactly two - namely (3,2) and (2,3) - lie in the supercritical regime a < a_dim, and for every other pair the invariant measure is unconditionally singular. The first of these is the Collatz map. We are explicit that none of this bears on the Collatz conjecture, and we prove why it cannot.
Keywords:
collatz conjecture
; syracuse map
; p-adic integers
; iterated function system
; self-similar measure
; similarity dimension
; drift
; geometric distribution
MSC: Primary 11B83; 28A80; Secondary 37P20; 28A78; 94A17
1. Introduction
1.1. The Problem
The Collatz, or , map admits a standard acceleration. On odd integers set
where denotes the q-adic valuation; this is the Syracuse map, and it carries odd integers to odd integers. It sits inside an evident family: for integers and a prime q with , put
The classical case is .
Two very different numbers are attached to (1). The first is archimedean and classical. Since a single step multiplies n by roughly , the mean logarithmic drift is
and the sign of decides, heuristically, whether typical orbits shrink or grow. For one has and : the familiar reason to expect the Collatz conjecture to be true.
The second is non-archimedean and, in the form used here, recent. Unrolling (1) and reducing modulo annihilates the dependence on the initial value; what survives is the law of a random variable on the a-adic integers , and that law is the invariant measure of a countable affine iterated function system all of whose maps are similarities of ratio (Section 3). Such a measure has a similarity dimension
where is the law of the valuation and H is Shannon entropy; error is an upper bound for the Hausdorff dimension of the measure (Proposition 4), and is the threshold separating the regime in which the measure can be absolutely continuous from that in which it is necessarily singular.
Each quantity singles out a critical multiplier. There is a unique with , and a unique with . For the Collatz prime both equal 4. It is natural to ask whether this is an accident of the value or a general feature of the family.
1.2. Results
It is not general, and the failure is exact.
Theorem 1.
Let q be a prime and let be the law of the valuation for n ranging, with natural density, over the arithmetic progression on which . Then:
- (i)
- for , and
- (ii)
- ;
- (iii)
- .
In particular if and only if .
The identity (i) is pointwise, not merely in expectation, and it is the engine of everything else: it says that the archimedean cost of dividing by and the information content of observing that division differ by a constant, namely the free energy of the valuation law. When that constant vanishes, cost and information are the same functional, and the two critical multipliers must agree.
The condition turns out to be a single condition seen from four sides.
Theorem 2.
For a prime q the following are equivalent.
- (a)
- .
- (b)
- .
- (c)
- The pressure of the archimedean cost function at inverse temperature one vanishes.
- (d)
- ; equivalently .
- (e)
- For some (equivalently, any) with and solvable at a unit, the map is defined ateveryn prime to q, i.e. a division occurs at every step.
Two complements are proved. The first quantifies what is lost for .
Theorem 3.
Let be prime. Then , and for every real the map (1) has strictly negative drift while its invariant measure has similarity dimension strictly less than 1, hence is singular with respect to Haar measure on . For this band is empty.
The second says that the natural operator attached to the system carries no spectral information, which we record because the opposite is easy to assume.
Theorem 4.
Let L be the Markov operator of the system on , let be the space of functions constant on balls of radius , and for let be the corresponding Hölder space. Then
- (i)
- , and for every ;
- (ii)
- and , so L is quasi-compact on with essential spectral radius at most ;
- (iii)
- the only eigenvalue of L on of modulus exceeding is 1, which is simple with eigenspace the constants.
Thus L does possess a spectral gap on Hölder spaces, but a degenerate one: apart from the peripheral eigenvalue the spectrum is entirely essential and sits at the contraction rate, so no eigenvalue carries dynamical information, and at any fixed resolution convergence to equilibrium is exact after finitely many steps rather than exponentially fast.
Theorem 5
(Rényi spectrum). For , , set
Then is continuous at , and the Rényi dimensions of satisfy for all .
The similarity dimension is thus the value at of a one-parameter family available in closed form; this is what the free-energy computation of Section 2 buys beyond notation.
The next two results are, in our view, the substance of the paper.
Theorem 6
(Purity). is either absolutely continuous or singular with respect to Haar measure λ on ; no mixed case occurs. Consequently
The proof (Section 5) uses only the uniqueness clause of Proposition 2: the absolutely continuous part of is itself a fixed point of the Markov operator, so if it is nonzero its normalisation must be . Uniqueness of a fixed point is a statement about the iterated function system and not about the law of any one random variable; we do not know how to see Theorem 6 from the recursion alone. The corollary matters because it converts total-variation data, which is computable, into a decision procedure in principle for a question—absolute continuity—which is otherwise inaccessible.
Theorem 7
(Classification of the supercritical regime). Let and q prime with . Then holds for exactly two pairs:
For every other admissible pair, and is singular with respect to λ, for every b coprime to a.
The first pair is the Collatz map. Thus, of the entire two-parameter family, precisely two members have an invariant measure whose absolute continuity is not settled by a dimension count, and the classical map is one of them.
1.3. Discussion
Theorem 1 is a statement about the family (1) and not about the Collatz conjecture, on which it has no bearing. Its interest, such as it is, lies in isolating what is arithmetically special about the classical parameters. It is often said that the Collatz conjecture is delicate because is close to, but below, 2. Theorem 1 locates the delicacy elsewhere: the constant 4 at which the classical map sits just below threshold is simultaneously the dimensional and the dynamical critical value only because the divisor prime is 2, and for every other prime the two thresholds are separated by the order of the unit group of the residue field.
We have made no attempt to survey the very large literature on generalised Collatz maps; see Lagarias [6,8] for the standard entry points, Conway [1] for the undecidability of the general family, and Tao [10] for the strongest known partial result, in which the 3-adic random variable underlying Section 3 is introduced. Iterated function systems on local fields are treated in the general framework of random affine recursions; see Kesten [5] and Goldie [2] for the archimedean theory and Hutchinson [4] for the contraction principle used in Proposition 2.
2. The Valuation Law
Throughout, q is a prime and are integers with . Since a is invertible modulo q, the congruence has a unique solution , and we write
for the progression on which a division actually occurs.
Lemma 1.
For n ranging over with natural density,
Consequently is a probability law on with .
Proof.
Write with . Then , where . Since , the map is a bijection of for every k, so is equidistributed modulo every power of q as t ranges over with natural density. For an equidistributed integer u one has for . Hence
Summing,
□
Lemma 2
(Pointwise cost–information identity). For every ,
Proof.
Immediate from Lemma 1: . □
Lemma 2 has a thermodynamic reading. Regard as the energy of the event : it is exactly the archimedean cost, , of the division performed at that step. The Gibbs state at inverse temperature for this energy is with partition function ; that is exactly . The associated pressure is
Proposition 1.
, and therefore
Proof.
Since , Lemma 2 may be integrated against :
The difference equals , which vanishes if and only if . □
Remark 1.
Explicitly . For this is ; for it is , against , the difference being as Proposition 1 requires.
3. The associated system on
Fix in addition an integer with and . Let be the ring of a-adic integers, equipped with .
Remark 2.
The notation for with a not necessarily prime is not universal; when one has as rings, but the metric below is the one induced by powers of a, not by any single p, and it is with respect to that metric that the maps are similarities of ratio . Readers interested only in the classical case may take throughout.
Lemma 3.
d is an ultrametric on , the space is compact, balls of radius are the residue classes modulo and have Haar measure , and multiplication by a is a similarity of ratio exactly .
Proof.
If and then , giving the ultrametric inequality; compactness is the inverse limit of finite sets. The ball of radius about x is , a class modulo , and normalised Haar measure assigns each of the classes the mass . Finally if and only if , so . □
Definition 1.
TheSyracuse systemof is the pair with
This is well defined because makes q a unit of .
Proposition 2.
Every is a similarity of ratio . There is a unique Borel probability measure on with
and μ is supported on the units .
Proof.
Since is a unit, by Lemma 3.
Let act on the space of Borel probability measures, metrised by the Monge–Kantorovich distance . Given and an optimal coupling , draw independently and couple with through ; then
As is compact, is a complete metric space, and the Banach fixed point theorem supplies a unique solution of (5).
Finally , and , so every takes values in ; hence so does . □
Proposition 3.
If n lies in the domain of and , then . Consequently, writing ,
and since this composition has linear coefficient with , the residue does not depend on n.
Proof.
By definition , i.e. ; iterate. A composition of k maps of the form is affine with linear coefficient , and . □
Remark 3.
The forward dynamics composes on theleft, whereas the invariant measure of an iterated function system arises from composition on theright. The two agree in law, because the driving sequence is i.i.d. and hence exchangeable; this is why μ and not some other measure is the relevant object. For the driving sequence really is i.i.d.: for every word the set of admissible n realising it is a single residue class modulo , of density , by induction on k using the invertibility of a modulo powers of q. This is Terras’ parity-vector theorem [12] in valuation coordinates.
Proposition 4.
, where .
Proof.
The bound by 1 is Lemma 3, since has Hausdorff dimension 1. For the other, let carry the product measure and let be the coding map , which exists and is independent of by uniform contraction, and satisfies . Each has ratio , so is precisely the ball ; hence
By the Shannon–McMillan–Breiman theorem, for -almost every w one has . Therefore for -almost every x,
and the Billingsley lemma gives . □
4. Periodic Points and Rational Cycles
Recall (Lagarias [7]) that a rational Syracuse k-cycle with valuation word is the solution of , where , and .
Lemma 4.
For put and . Then is affine with linear coefficient , and has the unique fixed point
Proof.
Composing gives linear coefficient and constant term , so . Existence and uniqueness hold because . □
Remark 4.
Lemma 4 is not new: for a general “Hydra map” it is equation (2.62) of Siegel [9], in the form . Siegel observes that this expression is awkward on account of its denominator and therefore studies the numerator alone, , which he calls thenumenof H (his Definition 2.14). Extended to infinite strings, is exactly the coding map π of Proposition 4, so that
This is the cleanest description of the measure studied here, and we adopt it: μ is the distribution of Siegel’s numen under Haar measure. Its Fourier transform is Siegel’s characteristic function (his (2.172)), which he identifies with the characteristic function of Tao’s Syracuse random variable, and for which he proves the renormalisation identity (his Proposition 2.18). We claim no novelty for any of this.
Theorem 8.
equals the rational Syracuse k-cycle with valuation word .
Proof.
Put for . Then and , so with ,
which is the numerator in Lemma 4. □
The reversal is not cosmetic: the forward dynamics composes on the left while the invariant measure arises from composition on the right (Remark 3), and Theorem 8 is the arithmetic shadow of that fact. We now record the correspondence in the form it deserves.
Theorem 9
(Correspondence). Let denote cyclic rotation, and call wprimitiveif for any . Then:
- (i)
- , so the k rotations of w produce the k elements of a single cycle;
- (ii)
- for every ;
- (iii)
- the assignment induces a bijection
Proof. (i) Write with , so . From , applying g gives ; uniqueness in Lemma 4 yields . By Theorem 8 the valuation word of is , so and inductively .
(ii) fixes ; uniqueness gives .
(iii) Surjectivity: a rational k-cycle has a valuation word; reverse it and pass to its primitive root, using Theorem 8 and (ii). Injectivity: a cycle determines its valuation word up to cyclic rotation of the base point, and reversal carries rotation classes to rotation classes, since ; hence w is determined up to , and primitivity removes the ambiguity of (ii). □
Corollary 1.
For the fixed point of is . In particular fixes , the cycle on the negative integers, and fixes 1, the trivial cycle .
5. Purity, and the Absolute-Continuity Dichotomy
Proof
(Proof of Theorem 6). Let be the Lebesgue decomposition with respect to .
Each preserves both classes. Multiplication by a is injective on and satisfies , while translation and multiplication by the unit preserve . Hence for Borel E with we get , so ; and if is carried by a -null set N then is carried by , with .
The decomposition is preserved. Therefore in
the first sum is absolutely continuous and the second is carried by the countable union , again -null, hence singular. Uniqueness of the Lebesgue decomposition forces
Uniqueness closes the argument. Thus is a fixed point of the Markov operator of Proposition 2, which preserves total mass. If then is a -invariant probability measure, hence equals by the uniqueness clause of Proposition 2; so and . Otherwise and .
For the stated equivalences: if and only if and are mutually singular, and by the dichotomy just proved the negation is . Finally increases to by martingale convergence, the level-n algebras generating the Borel -algebra of . □
Remark 5.
The proof uses nothing about μ beyond the fact that it is theuniquefixed point of . We do not know a derivation from the recursion that avoids this; purity appears to be a genuinely system-theoretic, rather than distributional, property.
Remark 6
(a weaker criterion, and why it is redundant). The Hellinger affinity decreases to , and iff . The case of Theorem 5 gives , so forces singularity. This is never an improvement: is convex with and , whence and . Numerically, for the Hellinger threshold is against .
6. Classification of the Supercritical Regime
Proof
(Proof of Theorem 7). If then , so by Proposition 4 and is carried by a set of Haar measure zero. It remains to find the integer pairs with .
By Proposition 1, . Both summands are strictly decreasing in q on : the first has derivative , and the second has derivative , negative because for and at . Hence is strictly decreasing, and since we get for all , leaving no admissible integer .
For : and a must be odd, so forces . For : and , so forces . Neither threshold is attained, since is irrational in both cases. □
Table 1.
The two critical multipliers. The ratio is in every row, as Theorem 1(iii) requires.
| q | ratio | |||
|---|---|---|---|---|
| 2 | 1 | |||
| 3 | 2 | |||
| 5 | 4 | |||
| 7 | 6 | |||
| 11 | 10 |
Remark 7.
The two survivors are and , with and respectively. It is perhaps worth recording that the classical Collatz map is not merely one supercritical member of its family but, together with a single companion, theonlyone.
7. The Two Critical Multipliers
Definition 2.
For a prime q set
These are the announced thresholds. By (3), exactly when , i.e. ; and by (2), exactly when , i.e. . Both depend on q alone and both exceed 1. We emphasise that is an expectation: is the multiplier at which the mean logarithmic step vanishes, and it does not describe the behaviour of any individual orbit. Note also that and are real numbers while the family is indexed by integers a; the content of Theorems 1 and 3 is which integers fall on which side.
Proof
(Proof of Theorem 1). Parts (i) and (ii) are Lemmas 1 and 2 and Proposition 1. For (iii), exponentiate (ii):
Hence , and the two agree if and only if . □
Proof
(Proof of Theorem 2). (a) ⇔ (b) is . (b) ⇔ (c) is (4). (c) ⇔ (d) is Proposition 1 together with Theorem 1(iii). For (a) ⇔ (e): the congruence has exactly one solution modulo q, while the integers prime to q occupy residue classes. Every such n therefore satisfies if and only if and that single solution is the class of units, i.e. and ; as forces a odd, this says b is odd, which is the classical normalisation. □
Proof
(Proof of Theorem 3). By Theorem 1(iii) and we have . If then , so , and , so . Singularity follows from Proposition 4: a measure of Hausdorff dimension on is carried by a set of Haar measure zero. For the interval is empty. □
Example 1.
Take , so and , whose ratio is exactly . The integer multiplier lies in the band: the map has drift , so contracts on average, while its invariant measure on has and is singular. No such example exists for .
8. The Transfer Operator and the Rényi Spectrum
Let L act on by , let be the space of functions constant on balls of radius (so , and is the constants), and for let , .
Proof
(Proof of Theorem 4). (i) Let . Then depends on x only through the values modulo ; as is a unit of , this is determined by , hence by . So , and iterating, , i.e. is a constant . By Proposition 2 the measure satisfies , hence for every ; applying this n times, .
(ii) since L is an average. For the seminorm, Proposition 2 gives , so
This is a Lasota–Yorke inequality; since is compact the embedding is compact by Arzelà–Ascoli, so the Ionescu-Tulcea–Marinescu theorem in the form of Hennion [3] yields quasi-compactness with essential spectral radius at most .
(iii) Iterating the seminorm estimate of (ii) gives for every . Suppose now with and . Then for every n, and since the factor tends to 0; hence and g is constant, so . The eigenspace is exactly the constants, so 1 is simple. □
Remark 8.
We stress the reading of Theorem 4, since the presence of a uniform contraction invites the expectation of a meaningful mixing rate. A spectral gap exists on each , of size ; but it is the gap forced by the contraction alone, the residual spectrum is essential, and no eigenvalue other than the trivial one occurs. In particular there is no Ruelle–Pollicott resonance to compute. All analytic content of the system lies in the behaviour as the resolution n grows, not as time grows.
Proof
(Proof of Theorem 5). By Lemma 1, for
so that . Since , the numerator vanishes at ; by l’Hôpital, , giving continuity.
For the inequality, set
so that when the limit exists, and in general.
Step 1: an exact partition. Iterating (5) n times gives with . Each is carried by , a ball of radius by Proposition 2. In an ultrametric space two balls of equal radius are either equal or disjoint, so for a ball B of radius one has , and therefore
the index classes partitioning as b ranges over . This identity is exact, with no error term from partial overlap; it is the one place where ultrametricity does genuine work, and it has no analogue over .
Step 2: sub- and superadditivity. For one has when , with the inequality reversed when . Applying this within each class and summing over b, Step 1 gives
Step 3: sign bookkeeping. If then while , so dividing reverses the inequality:
If then while , so dividing preserves it and the same bound results. Thus for everyn and every with ; in particular , no passage to a limit being required.
Finally because has Hausdorff dimension 1 (Lemma 3), and the two bounds combine to give . □
Example 2.
For one has and , so exactly and . Exact computation of for gives and at : increasing, and consistent with the bounds in each case.
9. The Classical Case
For we have , , , and hence
Both inequalities are strict and both point the same way, because by Theorem 1. Theorem 1 says that these are not two coincidences but one, and Theorem 2 that the reason is the triviality of .
We are careful about what does and does not give. It renders the upper bound of Proposition 4 vacuous; it does not establish that is absolutely continuous, nor even that . By Theorem 7, is one of only two integer pairs for which this is so.
What Theorem 6 adds is that the question is now binary and, in principle, decidable from the total variation alone: if and only if . Exact computation for gives
with increments decaying geometrically at ratio and extrapolating to . Since the sequence increases, no finite computation can exclude the limit 1, and we state the dichotomy as open; but the numerical evidence points firmly towards absolute continuity, and by Theorem 6 nothing intermediate is available. A rigorous upper bound would settle the matter outright, and we regard this as the most interesting question raised here.
10. Comparison with earlier work
The valuation law of Lemma 1 is classical, and we claim no novelty for it; the same is true of the affine unrolling of Proposition 3, which is Tao’s identity (1.7) in [10] and the n-path of [12]. Proposition 2 is Hutchinson’s contraction principle [4] in an ultrametric setting, where it is if anything easier than over , since balls of equal radius are either equal or disjoint and all overlaps are exact.
The rational-cycle formula recalled in Section 4 is Lagarias [7]; Lemma 4 is Siegel’s (2.62) (Remark 4) and Theorem 8 a reindexing of the two. We claim novelty only for the correspondence Theorem 9, which organises these by rotation classes and primitivity.
The results we believe to be new are Theorems 1, 2, 3, 4, 5, 6, 7 and 9: the exact factor separating the two critical multipliers, the four-way equivalence, the band of multipliers, the spectral degeneracy, the closed-form Rényi spectrum, the purity dichotomy, the classification of the supercritical regime, and the cycle correspondence. We have found no prior statement of any of these. We regard Theorems 6 and 7 as the principal contributions.
A second body of work requires careful demarcation. Siegel’s dissertation [9] develops a -adic analysis for exactly the family of maps considered here (his “Hydra maps”, of which (1) is the two-branch case), and constructs the numen discussed in Remark 4. His programme is functional-analytic: he generalises Monna–Springer integration, proves a -adic Wiener Tauberian theorem, and characterises periodic points of H through density of translates of . The measure is therefore implicit throughout his work, and its Fourier transform is one of his central objects.
What his treatment does not contain is the measure-geometric analysis undertaken here. Siegel studies as a function and as its Fourier transform; he does not consider the distribution of as a measure with a dimension, an entropy, or a Lebesgue type. In particular the notions of similarity dimension, Hausdorff dimension of a measure, iterated function system, invariant or stationary measure, Lebesgue decomposition, Rényi spectrum, Markov or transfer operator, and archimedean drift do not appear in his text, and neither of the two critical multipliers of Section 4 is defined there. The results we claim—Theorems 1, 2, 3, 4, 5, 6, 7 and 9—are therefore disjoint from his, and are best read as a measure-theoretic complement to a functional-analytic programme that had already identified the right object.
One further overlap requires explicit acknowledgement. Wegner [11] studies the family and obtains a relation between the distributions of the Syracuse iterates for different k, deducing that the oscillation appearing in Tao’s argument is independent of k. That result concerns variation of the additive parameter with fixed, and it anticipates the isometry remark of Section 11 below, which we therefore do not claim. The present theorems concern variation of the divisor prime q, a direction Wegner does not consider.
11. Limitations
We close by delimiting the scope of the foregoing, since the family (1) contains the Collatz map and it would be easy to read more into Theorem 1 than it contains.
Proposition 5.
For b coprime to a, the measures and are exchanged by the map , which is an isometry of . More generally, for any unit c of .
Proof.
Unrolling as in Proposition 3, the constant term of the k-fold composition is homogeneous of degree one in b; replacing b by therefore multiplies the limit by c. Multiplication by a unit preserves d. □
Corollary 2.
No isometry invariant of —in particular neither error, nor , nor the Rényi spectrum of Theorem 5, nor the spectrum of L—distinguishes from .
This is not a technicality. The map possesses the nontrivial cycles and , whereas is conjectured to have none; equivalently, the map on has at least four cycles, of which three lie among the negative integers. Any argument for the Collatz conjecture must therefore use the positivity of n, or the sign of b, in an essential step. By Corollary 2 the invariants studied here cannot do so. The quantities and likewise depend only on and not on b.
Consequently Theorem 1 explains a feature of the classical parameters—that two a priori independent inequalities are one—but supplies no information about the orbits of any particular integer, and has no bearing on the truth of the Collatz conjecture. We regard the interest of the result, such as it is, as lying in the identification of as the arithmetic source of a coincidence usually left unremarked.
12. Declarations
This work was carried out independently of any institution and received no funding from any agency in the public, commercial, or not-for-profit sectors. The author declares no competing interests. All computations reported in the paper were performed by the author in double-precision floating point unless stated otherwise; the quantities of Section 5 and 9 involve only sums of positive terms, so no cancellation occurs and the relative error is of order throughout. Source code reproducing every table is available from the author on request.
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