North-East Lattice Paths Avoiding k Collinear Points via Satisfiability
Pith reviewed 2026-05-17 03:53 UTC · model grok-4.3
The pith
Satisfiability solvers classify all north-east lattice paths avoiding up to six collinear points and find a 327-step example for seven.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
Using a satisfiability solver, up to isomorphism we enumerate all north-east lattice paths avoiding k collinear points for k ≤ 6. We also find a north-east lattice path avoiding k = 7 collinear points with 327 steps, improving on the previous best length of 260 steps found by Shallit.
What carries the argument
SAT encoding of the condition that a north-east lattice path has no k collinear points, used to drive exhaustive search up to isomorphism.
If this is right
- All isomorphism classes of avoiding paths are known for k ≤ 6.
- There exists a north-east lattice path of 327 steps avoiding 7 collinear points.
- The prior record length of 260 steps for k=7 has been surpassed by computational means.
Where Pith is reading between the lines
- The enumerated paths for small k could be extended step by step to seek even longer avoiding paths for k=7.
- The SAT method may apply to similar avoidance problems on other types of paths or grids.
- Independent verification of the 327-step path would confirm the improvement over Shallit's construction.
Load-bearing premise
The SAT encoding correctly captures the collinearity-avoidance condition and the solver finds all solutions up to isomorphism for k≤6 while producing a genuine 327-step avoiding path for k=7.
What would settle it
An exhaustive manual or alternative computational enumeration of north-east lattice paths for k=6 that identifies an avoiding path not present in the SAT results, or a check that reveals seven collinear points in the reported 327-step path.
read the original abstract
We investigate the Gerver-Ramsey collinearity problem of determining the maximum number of points in a north-east lattice path without $k$ collinear points. Using a satisfiability solver, up to isomorphism we enumerate all north-east lattice paths avoiding $k$ collinear points for $k \leq 6$. We also find a north-east lattice path avoiding $k = 7$ collinear points with 327 steps, improving on the previous best length of 260 steps found by Shallit.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript investigates the Gerver-Ramsey problem of finding the longest north-east lattice paths without k collinear points. It claims to have used a satisfiability solver to enumerate all such paths up to isomorphism for k ≤ 6 and to have discovered a 327-step path avoiding 7 collinear points, improving on Shallit's previous record of 260 steps.
Significance. If the results are correct, the enumerations for small k and the improved lower bound for k=7 advance knowledge of the maximum lengths in this combinatorial geometry problem. The SAT-based computational approach is a positive aspect, as it allows systematic search for avoidance conditions that may be difficult to handle by hand.
major comments (2)
- [Abstract] Abstract: The manuscript reports computational enumerations and a new 327-step example but supplies no description of the SAT encoding, including variable definitions for east/north steps, clause generation for the no-k-collinear-points condition, or handling of slopes and boundary cases. This encoding is load-bearing for all claimed results.
- [Abstract] Abstract: No details are given on the solver used, the method for enumerating up to isomorphism, run times, or any post-processing verification that the satisfying assignments correspond to valid paths satisfying the geometric condition. Without these, the soundness of the k≤6 enumerations and the k=7 example cannot be evaluated.
Simulated Author's Rebuttal
We thank the referee for the careful review and for identifying the need for greater methodological transparency. We agree that the current manuscript lacks sufficient detail on the computational approach and will make major revisions to address both comments.
read point-by-point responses
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Referee: [Abstract] Abstract: The manuscript reports computational enumerations and a new 327-step example but supplies no description of the SAT encoding, including variable definitions for east/north steps, clause generation for the no-k-collinear-points condition, or handling of slopes and boundary cases. This encoding is load-bearing for all claimed results.
Authors: We agree that a description of the SAT encoding is essential. The abstract is intentionally brief, but the full manuscript will be revised to include a dedicated section detailing the variable definitions (boolean variables indicating east or north steps at successive positions), the clause construction for forbidding any k points from being collinear (via exhaustive enumeration over candidate slopes and point sets), and the handling of slopes together with boundary conditions that keep the path within the north-east quadrant. revision: yes
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Referee: [Abstract] Abstract: No details are given on the solver used, the method for enumerating up to isomorphism, run times, or any post-processing verification that the satisfying assignments correspond to valid paths satisfying the geometric condition. Without these, the soundness of the k≤6 enumerations and the k=7 example cannot be evaluated.
Authors: We accept this criticism. The revised manuscript will specify the SAT solver and configuration employed, describe the technique used to enumerate solutions up to isomorphism (via symmetry-breaking constraints or canonical reduction), report the observed run times, and outline the post-processing verification that converts each satisfying assignment into an explicit path and confirms it satisfies the geometric no-k-collinear condition by direct coordinate checks. revision: yes
Circularity Check
No circularity; result is direct computational output
full rationale
The paper uses a SAT solver to enumerate north-east lattice paths avoiding k collinear points up to isomorphism for k≤6 and reports a 327-step example for k=7. The provided abstract contains no equations, parameter fits, self-citations, or derivations. The central claim is an exhaustive search result from an external solver applied to a geometric condition; no step reduces by construction to its own inputs or relies on a load-bearing self-citation chain. This is a self-contained computational discovery against external benchmarks.
Axiom & Free-Parameter Ledger
axioms (2)
- standard math North-east lattice paths consist of east and north unit steps on the integer grid.
- domain assumption k collinear points means k distinct points of the path lie on a single straight line in the Euclidean plane.
discussion (0)
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