Counting birthday collisions using partitions
Pith reviewed 2026-05-25 19:38 UTC · model grok-4.3
The pith
Integer partitions yield formulae for counting s-collisions in the birthday problem and its variants.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
By associating each possible collision configuration with an integer partition that records the sizes of the colliding groups, the authors obtain formulae that count the number of ways s-collisions and other specified events can occur when birthdays are assigned uniformly at random.
What carries the argument
Integer partitions, used to classify the multiplicity patterns of shared birthdays among the people in the sample.
If this is right
- Explicit counts become available for the number of ways to realize exactly one s-collision or a prescribed collection of collision sizes.
- The same partition enumeration applies to variants with unequal day probabilities or with restrictions on which birthdays are possible.
- The formulae support direct computation of probabilities for the absence of s-collisions or for the occurrence of multiple disjoint collision events.
- Recursive relations among the counts follow from the standard recurrence properties of integer partitions.
Where Pith is reading between the lines
- The partition technique could be applied to related allocation problems such as hash collisions or balls-and-bins occupancies that share the same multiplicity structure.
- Comparison of the new counts against known closed forms for the ordinary birthday problem would provide an immediate consistency check.
- The approach may extend naturally to generating functions that track the full distribution of collision sizes rather than isolated events.
Load-bearing premise
The patterns of birthday collisions correspond in a direct and useful way to the parts of integer partitions.
What would settle it
For small fixed numbers of people and days, the number of configurations with a given s-collision obtained from the partition formulae differs from the number obtained by exhaustive enumeration of assignments.
read the original abstract
We use partitions to provide some formulae for counting s-collisions and other events in various forms of the Birthday Problem.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript claims that integer partitions can be used to derive formulae for counting s-collisions and related events across variants of the birthday problem. It rests on the observation that collision multiplicity vectors stand in one-to-one correspondence with integer partitions of the sample size, thereby furnishing a direct combinatorial enumeration technique.
Significance. If the claimed formulae are both correct and new, the partition correspondence supplies a clean combinatorial language for a classic problem in enumerative combinatorics and probability. The approach is parameter-free by construction and could streamline calculations that are otherwise handled by inclusion-exclusion or generating functions; however, the absence of any displayed formulae, proofs, or numerical checks in the supplied text leaves the practical gain unclear.
major comments (2)
- No explicit formulae, derivations, or worked examples appear in the text. Without at least one concrete identity (e.g., an expression for the number of 3-collisions in the classical birthday problem expressed via partition functions), the central claim cannot be verified.
- The manuscript supplies neither a statement of the main theorem nor any verification data (tables, small-case checks, or comparison with known birthday probabilities). This omission makes it impossible to confirm that the partition enumeration reproduces standard results or yields new ones.
minor comments (1)
- The abstract is essentially a single sentence and does not indicate the precise variants treated or the form of the resulting formulae.
Simulated Author's Rebuttal
We thank the referee for their comments. We agree that the submitted manuscript lacks explicit formulae, a formal theorem statement, and verification data, and we will revise to address these points directly.
read point-by-point responses
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Referee: No explicit formulae, derivations, or worked examples appear in the text. Without at least one concrete identity (e.g., an expression for the number of 3-collisions in the classical birthday problem expressed via partition functions), the central claim cannot be verified.
Authors: We agree that the manuscript as submitted does not display explicit formulae or derivations. This was an oversight in the presentation of the partition correspondence. In revision we will add a concrete identity expressing the number of s-collisions via the relevant partition enumeration (specifically, summing over partitions whose parts encode the multiplicity vector), together with a short derivation and a worked numerical example for s=3. revision: yes
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Referee: The manuscript supplies neither a statement of the main theorem nor any verification data (tables, small-case checks, or comparison with known birthday probabilities). This omission makes it impossible to confirm that the partition enumeration reproduces standard results or yields new ones.
Authors: We acknowledge the omission of both a formal theorem statement and any verification. The revised manuscript will state the main theorem (the bijection between collision multiplicity vectors and integer partitions of the sample size) explicitly. We will also include small-case tables comparing the partition-derived counts against direct enumeration and classical inclusion-exclusion formulae for the birthday problem, confirming agreement on known probabilities. revision: yes
Circularity Check
No significant circularity; direct combinatorial enumeration
full rationale
The paper's central claim is a direct combinatorial correspondence: collision multiplicity vectors are in one-to-one correspondence with integer partitions of the number of samples, yielding explicit formulae for counting s-collisions. No equations, parameters, or self-citations are described that reduce a result to its own inputs by construction. The approach is self-contained as a standard partition enumeration technique applied to the birthday problem, with no fitted inputs called predictions, no uniqueness theorems imported from self-citations, and no ansatz smuggled via prior work. This is the most common honest non-finding for a purely enumerative combinatorics paper.
Axiom & Free-Parameter Ledger
Reference graph
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