Uniform-distribution conjecture for the random variable X_l(m,N)
Let , and let and be positive integers such that , , and both and are relatively prime to . Let be the random variable from Definition . Uniform-distribution conjecture. The random variable is uniformly distributed if and only if is a prime number. The conjecture is motivated by computations and heuristic arguments: the prime case is established in the preceding discussion, while examples for small composite values of suggest that primality is also necessary.
References
Primary source
Romeo Meštrović, “On some discrete random variables arising from recent study on statistical analysis of compressive sensing”, arXiv:1803.02260 (2018).
Progress summary
A reader-written argument claims the conjecture is false for every odd composite size, but no independent verification was found.
The conjecture, appearing in Meštrović’s 2018 work, says that uniformity occurs exactly when is prime. The prime case is established there; the composite case was presented as conjectural.
Known results
- Meštrović, 2018: the prime case is established, while the paper records supporting computations and related structural results for .
- For , the expected value of is , with an explicit variance formula; these results do not settle the conjecture.
Posted attempt
A reader-written argument claims a complete counterexample: for every odd and every coprime to , the pair-sum variable is uniform because distinct unordered pairs of th roots of unity have distinct sums. Thus , , would refute necessity of primality. The argument has not been independently verified.
Current status (as of August 2026): The prime case is settled, while the conjectured failure of uniformity for composite is challenged by an unverified counterexample claim and is not mathematically resolved.
Sources
Solutions 1
CounterexampleThis solution needs a summarySee full solution
In fact, for every odd integer and every coprime to , the random variable is uniformly distributed, regardless of whether is prime.
Put
Since , its powers are precisely the distinct -th roots of unity. The variable chooses one of the
unordered pairs of distinct roots with equal probability.
No such pair has sum zero: otherwise its elements would be antipodal, which is impossible when is odd. Now let be any two unit-modulus roots with
Because and ,
Consequently,
Thus the unordered pair is uniquely determined by its sum: its members are exactly the two roots of
Therefore all pair sums are distinct, and each occurs with probability
Taking
gives equally probable values although is composite. All stated hypotheses hold:
More generally, every odd composite provides a counterexample.
The source's Proposition 2.1 already establishes uniformity at the allowed endpoint for every . The interior family above shows that excluding this endpoint would still not repair the conjecture.