Algorithms and complexity
Height correction and ambiguity in weighted automata
Weighted automata can trade states against the size and placement of their weights. These results show when output variation controls raw height, when normalization exposes a larger hidden cost, which corrections can remove that cost, and how piecewise-linear geometry forces ambiguity.
Coordinates and conventions
Raw height is the largest absolute weight in a presentation. Canonical height is measured after trimming and pushing the weight of a fixed shortest access word into each state. Both coordinates minimize over machines that agree with the target, including its undefined words, through a finite horizon.
The superscript means deterministic or sequential realization. Thus is minimum state demand, is minimum raw height, and is minimum canonical height. Exact realization includes rejection of every word on which the partial target is undefined.
A correction is a separate target computed by a bounded-state sequential machine and subtracted before measuring the residual. This is broader than a global length gauge, but narrower than arbitrary changes to the presentation. The correction family is part of every theorem statement below; changing it changes the result.
FPRD-T75 · constructive theorem
Finite-horizon output variation controls raw height
Let have nonempty domain , where has a fixed finite symmetric generating set and word norm. Put. For, set
Let be the maximum, over , of the shortest with, and choose a fixed shortest domain word. Then
The lower bound follows by telescoping a common-prefix computation. For the upper bound, build the full horizon trie and anchor each prefix at a nearby completed domain word. Adjacent anchors are at prefix distance at most , so their output difference fits on one trie edge.
Always . If the domain has bounded completion radius , the coefficient becomes independent of the horizon. In particular, a trim -state NFA gives.
There is also a completion-free uniform bound for every domain:
Its additional ingredient is Basso and Sidler's Lipschitz extension theorem for tree-valued maps on spaces of Nagata dimension zero. The prefix tree gives extension constant eight; the comparison with contributes a factor three, and rounding back to a Cayley-graph vertex contributes the final one.
The construction is allowed exponentially many states. It controls raw height with state count free; it is not a state-complexity bound. If , the variation and completion radius are zero and an everywhere-undefined height-zero machine handles that horizon. The coefficient is exact for the displayed anchor construction, not proved optimal over all machines.
FPRD-T76 · exact state count and height windows
Two arms transfer group geometry into machine resources
For , take the partial target with exact domain, undefined elsewhere, and values
write
If are distinct, continuation delays force an exact spine of nonfinal states plus a final state:
Raw height sees the delay between the two exits. Canonical height instead sees the absolute values pushed from the unique access spine onto those exits. Delay distinctness is not used in the raw-height window; it is load-bearing for the exact state count and canonical lower bound.
A fixed three-state unambiguous nondeterministic weighted automaton realizes the entire target. The growing value is therefore a deterministic finite-horizon demand, not a representation lower bound across all ambiguity classes.
If , all delays coincide and a two-state sequential machine works at every horizon, so the state and canonical lower bounds require distinct delays. Over with, the exact canonical height is , showing that the factor-two lower window can be sharp.
FPRD-T77 · asymptotic separation
Two incompatible drifts defeat one global gauge
In the discrete Heisenberg group, use the exact partial domainwith values
Under a global length-and-constant gauge, where one pair may be chosen for each horizon but must act on every branch, equal-length branch delays remain conjugates of, whose norm is. Comparing the X- and Y-components in abelianization cancels the common gauge and leaves . The central estimate is elementary: a word of length encloses only central area, while rectangular commutators realize in letters. Therefore, for ,
This is not invariant under every reasonable correction. A two-mode gauge selected by the first marker, using and, sends both components to the pair and collapses canonical height to square-root scale. An unrestricted letter-emitting transducer makes the proposed coordinate trivial. The theorem is exactly about one global gauge.
FPRD-T78 · robust separation
Every fixed-state sequential correction leaves linear canonical cost
Let be the delimiter-terminated binary code of . On the exact regular support
define, for and,
and leave undefined elsewhere. A horizon machine stores , emits one whenever the current -depth is divisible by , and uses the final bit for the equality test. All weights are zero or one, so; presentation state count is unrestricted.
A permitted baseline is any deterministic sequential integer-weighted machine with at most states, defined on the target support through the horizon. Its topology and unrestricted weights may be chosen separately for each horizon. Residual raw and canonical demand take separate infima over all such baselines and all exact presentations. For every permitted baseline, two of the first slope addresses reach the same correction state. Their residual values separate linearly, while the challenge rows allow only possible access-word collisions. A linearly large residual value therefore remains on a forced shortest access word:
The target is finitely described and its support is regular, but it is not max-plus rational at any ambiguity level. Indeed, fixing the nonmatching suffix produces unary slopes with unbounded reduced denominators, whereas an-state integer max-plus automaton obtains unary asymptotic slopes from cycle means with denominator at most . The classical twins theorem also rules out this robust separation for trim unambiguous rational targets with sublinear raw demand. The corresponding finitely ambiguous rational question remains open and requires a different target.
FPRD-T79 · reusable lower-bound criterion
Full-dimensional gradient regions force ambiguity
A -ambiguous automaton has at most successful runs on each word. Restrict such a max-plus automaton to the letter-bounded language. Cut an accepting run at the block boundaries. On a sufficiently fine eventual product-congruence cell—every block length above one threshold and fixed modulo one common period—each block contributes an affine unary sequence and each boundary-state tuple contributes one affine function of the block lengths.
Distinct active tuples give distinct runs, so at most affine functions remain. Consequently, if a single cell contains full-dimensional regions with different gradients, then the intrinsic ambiguity degree is at least.
Gaubert's unary rational-series theorem supplies the eventual residue-affine form; finite experiments only corroborate it. The common period need not be bounded by state count: disjoint unary cycles of lengths two and three use five states but have least support period six.
FPRD-T80 · exact intrinsic ambiguity
A three-gradient series has ambiguity degree exactly three
Define
On , the three open cones ,, and carry gradients,, and. The gradient criterion excludes every two-ambiguous realization. Three one-state linear components realize the displayed maximum, hence
The proof uses boundary-state factorization. An earlier path-scheme argument conflated schemes with and without cycle multiplicities and was withdrawn.
Only the three open cones are used in the lower bound; axes and tie rays do not matter. The matching upper bound is the disjoint union of three one-state components with letter weights realizing,, and.
What remains open
- Does a finitely ambiguous rational series have bounded raw height but unbounded canonical height after every fixed-state sequential correction?
- Which restricted correction families yield a meaningful hierarchy rather than trivializing the target?
- Can the gradient criterion produce exact ambiguity degrees for broader natural families?
- How do the two-arm height windows align with quantitative twinning and subgroup-distortion results already in the literature?
Sources
- Raw height and finite-horizon variation
- The two-arm group-weighted theorem
- The incompatible-drift witness
- Fixed-state correction separation
- Letter-bounded gradient criterion
- Exact ambiguity degree of the three-gradient series
- Basso–Sidler (2023), Lipschitz extension into weighted trees · arXiv:2104.13674
- Mohri (1997), weighted-transducer normalization
- Osin (2001), subgroup distortion in nilpotent groups
- Independent review evidence and hostile cases · machine-readable output · SHA-256 certificate
- Gaubert (1994), rational series over dioids, pp. 247–256 · INRIA RR-2162
- Klimann–Lombardy–Mairesse–Prieur (2004), finitely ambiguous max-plus automata
- Bell (2019), probabilistic automata on restricted languages · Bell–Semukhin (2020), letter-bounded cutpoint isolation
- Fixed-correction and gradient review evidence · machine-readable output · SHA-256 certificate
No documented external or specialist review of these FPRD results is recorded. Basso–Sidler supplies the metric-extension theorem; Mohri supplies classical normalization context; and Osin is a broader distortion comparator. The finite-horizon bounds, two-arm formulas, and Heisenberg witness are FPRD deductions. Gaubert supplies the unary residue-affine import used by the gradient theorem. Klimann and coauthors supply the unambiguous rational boundary; Bell and Bell–Semukhin are nearby bounded-language results over probabilistic automata, not sources of the gradient criterion.