RESEARCH / Focused target
Half-density modes of the asymmetric K-exclusion process
RELEASED FOUNDATIONS / PROPOSED CONNECTION
Research connections
All source anchors (1)
- D5/S3/Combinatorics/Probability/AyyerMisraHalfDensityMode.resultAbsent from this graph
Problem
The question
A. Ayyer and S. Misra, An exactly solvable asymmetric K-exclusion process, arXiv:2310.03343v2, Section 4.5, page 21:
We focus on when t ≪ 1 and t ≫ 1. From the discussion in Sections 4.2 and 4.3, we know that the most likely number of particles is either k or k + 1. The question we want to address is which one is most likely.
The question is AM-1 of #18570. Write $L=2r\ge4$, $K\ge1$, $0\le k<K$, and $n=(2k+1)r$. There is an $\varepsilon>0$ such that, whenever $t>0$ and either $t<\varepsilon$ or $t>1/\varepsilon$, the unique modal occupation is $k$ if $2k+1<K$, and $k+1$ if $K<2k+1$. If $K=2k+1$, occupations $k$ and $k+1$ tie and strictly exceed every other occupation in these regimes.
Statement echo
Lean names in this dossier belong to
D5.S3.Combinatorics.Probability.AyyerMisraHalfDensityMode.
| Source clause | Lean counterpart | Fidelity |
| --- | --- | --- |
| Equation (4), $[k]t=\sum{j<k}t^j$ | qnum | The literal finite sum, including zero at $k=0$. |
| Equation (8), $[k]t!=\prod{j<k}[j+1]_t$ | qfact | The literal product, including the empty product. |
| Equation (9), the factorial quotient | qbinom | The literal quotient for $i\le k$, zero otherwise. |
| Equation (11), steady-state weights | wt | The product uses natural exponent $(a^2+2-3a)/2$ with truncated subtraction; its values at $a=0,1,2,3,4$ are $1,0,0,1,3$. |
| Equation (1), configurations | configs | Functions $\operatorname{Fin}L\to\operatorname{Fin}(K+1)$ whose natural values sum to $n$. |
| Equation (13), normalized probability | occProb | The selected-occupation weight sum divided by the total configuration weight. |
| $L>2$ and half-integer density | claim: r, K, k, hr | $L=2r$, $r\ge2$, $K\ge1$, $k<K$ and $n=(2k+1)r$. Natural types supply nonnegativity. |
| A site occupation | claim: s | The first site, the element of $\operatorname{Fin}(2r)$ with value zero. |
| Small and large positive $t$ | claim: positive radius and parameter | One radius for both $0<t<\varepsilon$ and $t>1/\varepsilon$. |
| Which adjacent occupation is most likely | claim: three conjuncts | Strict comparison with every $b\le K$ outside the stated mode or tied pair. |
| Answer to the question | result | The full claim, with no additional hypothesis. |
The public definitions follow the binding source conventions of #18570. They introduce no numerical certificate or experimental premise.
Motivation
Our foothold
The settling GID is
D5/S3/Combinatorics/Probability/AyyerMisraHalfDensityMode.result.
Its source note is D5/L/StatisticalMechanics/ayyermisra2024kexclusion.
The modal comparison distinguishes the two adjacent occupations that share
the ground-state contribution.
Gap
Missing bridges
AM-1 is Proved by result. Its strict modal classification concerns
the two parameter extremes. A classification at intermediate positive
$t$, and a formal probability-difference asymptotic with its full leading
coefficient, are outside claim.
Route
Proposed approach
The proof expresses the source weights through finite occupied-slot sums. A slot at level $j$ has weight $t^j$. Filling levels below $k$ and choosing $r$ slots at level $k$ gives ground energy $rk^2$. Reflection of levels $0,\ldots,2k$ followed by complementation pairs the adjacent-occupation contributions. Below half filling, the first unmatched layer has energy $rk^2+k+1$ and excess $3\binom{2r-1}{r-2}>0$ in favour of $k$. A finite monomial comparison converts that excess into a strict inequality for sufficiently small positive $t$. Particle-hole complementation gives the high-density case and the exact middle tie. Reciprocal invariance of the marginals transfers the comparisons to large $t$.
These are internal, consumed lemmas of the settling module: the slot
bridge is occProb_slots, the excess is first_unmatched_layer_excess,
the sign comparison is unmatched_small_t_adjacent, the exact tie is
half_filling_pair, and reciprocal invariance is occProb_recip.
Falsifier
What would falsify this route
A permitted triple $(r,K,k)$ and positive parameters approaching zero or
infinity with a different modal ordering would contradict result.
A flaw in the slot correspondence, the reflection pairing, or the first
unmatched-layer count would invalidate the explanatory route. A numerical
example at an intermediate parameter does not test the quantified
extreme-regime assertion without a bound on its radius.
Evidence
Evidence to collect
The public theorem result : claim is kernel-checked. The axiom closure
of every public declaration is contained in
${\texttt{propext},\texttt{Classical.choice},\texttt{Quot.sound}}$.
Every private theorem is a consumed bind-only helper. The public
settlement has proof_shape: bind-only, escape_witness: none, and
admission_basis: open-problem-resolution (#18570; Proved).
Its direct frozen dependency identities are generated from compiled
proof terms and the producing scoped Lean report in the pull request.
The escape audit of result and the public owner
D5.S3.Combinatorics.RealRootedPermutations.Realization.product_zpow is unfinished under
#19903.
The universally quantified, dependent occupation-probability statement
has no completed faithful four-slot registration; no
declared_validated registration is claimed.
The pinned experiment directory
contains check.py, SHA-256
981cb87280b7803982fff61a939dc741b7cd3a1513311c7e9bfec4785ddebf9e.
The command
python3 /tmp/op-am/experiment-check.py
runs that exact committed script, extracted with
git -C /Users/auric/trureturing-experiments show 65de77d642c949fc7345e8925672d34307a37483:docs/reports/ayyer-misra-2024-kasep-half-density-mode/check.py.
Exit code: 0. All 84 triples with $L\in{4,6,8,10}$, $1\le K\le6$ and $0\le k<K$ pass the exact-polynomial comparison. The first nonzero numerator-difference coefficient has offset $\min(k+1,K-k)$ above the lowest degree of $Z$, value $\operatorname{sign}(K-2k-1),3\binom{L-1}{L/2-2}$, and $Z$ has lowest coefficient $\binom L{L/2}$. The difference is identically zero when $2k+1=K$. At $L=4,K=2,k=1,n=6$, the adjacent numerators are $3+6t+3t^2$ and $3+9t+3t^2$.
Triage
Scope assessment
What the settlement shows
| Item | Status and evidence |
| --- | --- |
| Small-$t$ mode below and above half filling | Proved, kernel-checked result, by the consumed small-parameter comparisons. |
| Large-$t$ mode | Proved, kernel-checked result; its consumed occProb_recip gives reciprocal invariance. |
| Exact middle | Proved, consumed kernel-checked half_filling_pair gives the adjacent tie for every real $t$; result gives dominance over all other occupations in the two extreme regimes. |
| Decisive small-$t$ mechanism | Proved, consumed kernel-checked first_unmatched_layer_excess gives the positive first unmatched-layer count; unmatched_small_t_adjacent gives its strict sign near zero. |
| Uniform parameter scope | Proved, kernel-checked result: every $r\ge2$, $K\ge1$, $k<K$ and every competing occupation within capacity. No finite parameter enumeration is a premise. |
| Intermediate positive $t$ | Open. The strict classification beyond the two extreme regimes is not asserted by claim. |
| Full asymptotic probability-difference coefficient and adjacent limit $1/2$ | Open as formal corollaries. The layer count motivates these conclusions, but claim and result do not assert the full normalized asymptotic or the limit. |
| High-density coefficient-index correction | Computed in the pinned experiment at the exact scope in Evidence. The first offset is $K-k$, not $k+1$, above half filling; this is not a counterexample to AM-1 and not another settlement. |
| Numerical cross-check of the coefficient mechanism | Computed in the pinned experiment at the exact scope in Evidence; this does not prove an unbounded extension. |
| Effect on the source's other conclusions | The mode question is answered in its stated extreme regimes. The high-density coefficient formulation needs the indicated correction; no further source theorem is refuted here. |
| Module placement | One settling module with private consumed helpers. No separate supporting-module admission is asserted. |
| Literature status | The source v2 and the preregistered literature screen report no settlement in their checked scope. Completeness is ASSUMED-UNVERIFIED. |
ASSUMED-UNVERIFIED
Unverified assumptions
The source and literature checks are those recorded by the orchestrator in #18570. The source v2 Sections 2, 3, 4.5 and 6 were read. The citing papers arXiv:2401.07999, 2509.05411 and 2510.09191, and later-author papers including arXiv:2602.17179, are seat-reported literature readings. This bounded screen does not establish exhaustive citation coverage or priority. The finite computation does not establish a uniform coefficient formula or a classification at intermediate positive $t$.