Reconstruction of Ordered Prefix Languages from Coarsened Carry Traces

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This paper develops an exact inverse theory for ordered carry traces on zero-prolongable prefix languages. It asks how much of an underlying legality language can be reconstructed when the reset depth between consecutive legal words is observed only through a possibly noninjective numerical decoder.

The paper proves that every strict jump of the decoder reveals a complete ordered cylinder partition. Across all widths, the carry traces determine exactly the language’s \(g\)-decimated ancestry system, where

\[ g=\gcd\{r\geq 1:D(r)>D(r-1)\}. \]

The complete ordered prefix tree is therefore universally reconstructible precisely when \(g=1\). Under gap-free branching, the traces also reconstruct the labelled language.

A visibility graph associated with the decoder gives the exact finite observation horizon required for reconstruction:

\[ H_D^*(M)= \begin{cases} M, & M\leq g,\\[2mm] M-g+\rho_D, & M\geq g+1. \end{cases} \]

Matching lower bounds show that this horizon is optimal, even for binary gap-free languages. In the important first-jump case \(D(1)>D(0)\), one has \(g=\rho_D=1\), so traces through width \(M\) recover the language through depth \(M\) with no additional look-ahead.

The paper also examines hidden state-dependent carry costs, explains why the depth-only assumption is substantive, and identifies uniform cross-state separation as a sufficient condition for extending part of the reconstruction theory.

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