Uncertainty Principles for the Number Theoretic Transform
Pith reviewed 2026-06-27 17:56 UTC · model grok-4.3
The pith
For fixed prime q and all but finitely many p ≡ 1 mod q, every nonzero f in F_p^{Z_q} and its NTT satisfy |Supp(f)| + |Supp(hat f)| ≥ q+1.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
For every fixed prime q and for all but finitely many primes p ≡ 1 (mod q) every nonzero f∈ F_p^{Z_q} and its number-theoretic transform hat f satisfy |Supp(f)| + |Supp(hat f)| ≥ q+1. A probabilistic version of the same bound holds when the size of p is bounded by a fixed power of q.
What carries the argument
The number-theoretic transform of f, obtained by evaluating f against the characters of Z_q using a primitive q-th root of unity in F_p.
If this is right
- Any k-sparse function has NTT support of size at least q-k+1.
- There exists a black-box identity test for k-sparse exponential polynomials of degree at most d whose soundness error vanishes as long as q is moderately larger than k.
Where Pith is reading between the lines
- The same support-sum bound may be usable for identity testing of other classes of sparse algebraic objects whose evaluation maps admit similar character decompositions.
- Because the bound is proved by averaging over primes, explicit constructions of suitable primes p would turn the probabilistic version into a fully deterministic algorithm for the same PIT task.
Load-bearing premise
A primitive q-th root of unity exists inside the field F_p, which holds exactly when p ≡ 1 mod q.
What would settle it
An explicit nonzero function f in F_p^{Z_q} together with a prime p ≡ 1 mod q, both larger than any fixed bound depending on q, such that |Supp(f)| + |Supp(hat f)| is strictly less than q+1.
read the original abstract
Motivated by polynomial identity testing with exponentials (Li and Wu, ITCS'26), we study uncertainty principles for the number-theoretic transform (NTT). We show that the NTT satisfies strong sparsity tradeoffs: For every fixed prime $q$ and for all but finitely many primes $p \equiv 1 \pmod q$ every nonzero $f\in \mathbb F_p^{\mathbb Z_q}$ and its number-theoretic transform $\hat f$ satisfy \[ |\mathrm{Supp}(f)| + |\mathrm{Supp}(\hat f)| \ge q+1. \] Thus, a $k$-sparse function has transform support at least $q-k+1$. As our main technical contribution, we prove a probabilistic version of the above uncertainty principle, averaged over primes $p$, in the regime $p=q^{O(1)}$. As an application, we obtain a black-box identity test for $k$-sparse exponential polynomials of degree at most $d$ with vanishing soundness error, for $q$ moderately larger than $k$.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper proves uncertainty principles for the number-theoretic transform. For fixed prime q and all but finitely many primes p ≡ 1 (mod q), every nonzero f ∈ F_p^{Z_q} satisfies |Supp(f)| + |Supp(ˆf)| ≥ q + 1. It also establishes a probabilistic version of this bound averaged over primes p = q^{O(1)}, and applies the result to obtain a black-box identity test for k-sparse exponential polynomials of degree at most d with vanishing soundness error when q is moderately larger than k.
Significance. The result supplies a clean, parameter-free sparsity tradeoff for the NTT that directly strengthens polynomial identity testing with exponentials. The probabilistic averaging over primes in the bounded-size regime is a useful technical contribution for the PIT application. The direct linear-algebraic nature of the underlying argument (generalized Vandermonde) is a strength.
minor comments (2)
- [Abstract / Main Theorem] The deterministic statement is phrased with the qualifier 'all but finitely many primes p'. The generalized Vandermonde argument (distinct nonzero roots in F_p for p ≡ 1 mod q) shows the bound holds for every such p; the manuscript could strengthen the theorem statement without changing its correctness.
- [Introduction] The citation 'Li and Wu, ITCS'26' refers to a forthcoming paper; a brief note on its status or an arXiv reference would improve completeness.
Simulated Author's Rebuttal
We thank the referee for their positive assessment of the manuscript and the recommendation to accept. The report accurately captures the main results on uncertainty principles for the NTT and the PIT application.
Circularity Check
No significant circularity
full rationale
The paper's core claim is a direct mathematical statement proved via a standard linear-algebra argument (non-vanishing of a generalized Vandermonde matrix over F_p for distinct roots of unity). This relies only on the definition of the NTT (a standard number-theoretic fact) and basic field properties, with no fitted parameters, self-referential definitions, or load-bearing self-citations. The deterministic bound and its probabilistic averaged version are derived independently without reducing to prior results by the same authors or renaming known patterns. The derivation is self-contained against external benchmarks.
Axiom & Free-Parameter Ledger
axioms (1)
- standard math Existence of a primitive q-th root of unity in F_p whenever p ≡ 1 mod q
Reference graph
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