English

Guesswork Under Linear Constraints: Exact Exponent for Coset Decoding

Information Theory 2026-06-30 v1 Computer Science and Game Theory Combinatorics Probability

Abstract

We establish the exact exponential growth rate of the ρ\rho-th moment of the constrained guesswork GcosetG_{\mathrm{coset}} -- the rank of the true noise vector within its syndrome coset of a random binary linear code under i.i.d.\ Bernoulli(p)(p) noise: limn1nlog2\Eb ⁣[Gcosetρ]=ρh11+ρ(p)  +  ρ(R1),ρ>0, \lim_{n\to\infty} \frac{1}{n}\log_2\Eb\!\left[G_{\mathrm{coset}}^{\rho}\right] = \rho\,h_{\frac{1}{1+\rho}}(p)\;+\;\rho(R-1), \, \rho>0, where hα(p)h_\alpha(p) is the binary R\'{e}nyi entropy and R=k/nR=k/n is the code rate. The exponent shifts down by exactly ρ(1R)\rho(1-R) relative to the unconstrained Ar{\i}kan--Merhav exponent, with each of the n(1R)n(1-R) parity checks contributing equally. Finite-length simulations confirm convergence from below. We further establish: (i)~a transfer theorem expressing the partition-function exponent in terms of an arbitrary weight-enumerator growth rate g(δ)g(\delta); (ii)~the exact exponent for LnL_n-list (``kk-th'') constrained guesswork; and (iii)~a sharp second-order refinement of order ρlog2n\rho\log_2 n. Beyond the binary i.i.d.\ setting, we prove a universality theorem: for any code ensemble E\mathcal{E} whose weight enumerator concentrates at rate gE(δ)g_{\mathcal{E}}(\delta), the guesswork exponent equals (1+ρ)ψ1/(1+ρ)(gE)ρψ1(gE)(1+\rho)\psi_{1/(1+\rho)}(g_{\mathcal{E}})-\rho\,\psi_1(g_{\mathcal{E}}), where ψα(g)=supδ[g(δ)+α(δ)]\psi_\alpha(g)=\sup_\delta[g(\delta)+\alpha\ell(\delta)]. As concrete applications, we instantiate this theorem for the qq-ary extension, Λq(ρ)=ρh1/(1+ρ)(q)(P)+ρ(R1)log2q\Lambda_q(\rho)=\rho\,h^{(q)}_{1/(1+\rho)}(P)+\rho(R-1)\log_2 q, and for Gallager's regular LDPC ensemble, obtaining a closed-form guesswork exponent via an exact finite-length identity for the ensemble-average weight enumerator.

Cite

@article{arxiv.2607.00205,
  title  = {Guesswork Under Linear Constraints: Exact Exponent for Coset Decoding},
  author = {Hassan Tavakoli},
  journal= {arXiv preprint arXiv:2607.00205},
  year   = {2026}
}