What was already known
Sah, Sawhney, Stoner and Zhao proved the single-weight bound. The heterogeneous-weight and two-colour bounds were new; the wider antiferromagnetic homomorphism conjecture remains open.
AI involvement
Aletheia supplied a key multiplicative inequality and substantive dual-set and reduction ideas. Joonkyung Lee and Jaehyeon Seo formulated the project, finished the proofs and explained the arguments.
The paper identifies model-origin Lemma 2.1 and substantive dual-set/reduction ideas as central retained steps, while humans finished the two arguments.
Importance
Extends graph-polynomial lower bounds to heterogeneous weights and semiproper colourings.
Limitations
A Lean 4 formalization covers the two-colour inequality and its single-colour specialization, not the equality characterization or every application. The authors completed several arguments from model sketches.
Technical verification
Theorem 1.4's inequality is reported formalized in Lean 4, and its μ=0 specialization yields the inequality of Theorem 1.1. This does not document machine checking of the equality characterization in Theorem 1.1 or the paper's other applications. The Lean project was not built here.
Formal checking
Lean proof of the two-colour lower inequality under nonnegative vertex weights; its zero-second-colour case yields the one-colour inequality.
- Checker
- Seo's Lean 4 formalization and Lean type checker
- Scope
- Theorem 1.4 two-colour semiproper lower inequality for all finite graphs and nonnegative vertex weights; Theorem 1.1 lower inequality by μ=0 specialization
- Basis
- Reported by the linked checker
Checking a formal statement does not establish that it matches the original problem.
Human understanding
Lee and Seo explain the maximum-degree vertex-deletion induction and the dual-set log-convexity/reduction route, including where they replaced model sketches with their own proofs.
Correction and publication history
Extends graph-polynomial lower bounds to heterogeneous weights and semiproper colourings.
Read this published revision