On Chollet's Permanent Conjecture for Graph Laplacians
Priyanshu Pant, Ranveer Singh

TL;DR
This paper proves a specific permanental inequality for certain matrices and extends it to graph Laplacians, providing new insights into a P-hard problem through a compositional framework.
Contribution
The authors establish a permanental inequality for symmetric Z-matrices with bipartite support graphs and develop a framework to extend these inequalities to complex graph Laplacians.
Findings
Proved permanent inequality for symmetric Z-matrices with bipartite support.
Developed a compositional framework for permanental inequalities on graph Laplacians.
Extended inequalities to large structured graph families, revealing new tractable regimes.
Abstract
In 1982, Chollet conjectured that for Hermitian positive semidefinite matrices , where denotes the Hadamard product, and observed that in the real symmetric case it suffices to prove . We prove for symmetric -matrices with nonnegative diagonal whose support graph is bipartite. Motivated by this, we study the Laplacian inequality for the graph Laplacian . We introduce a compositional framework for permanental inequalities on graph Laplacians, showing that Chollet's inequality is preserved under vertex coalescence. This enables the extension of the inequality from basic graph classes to large structured families, revealing new tractable regimes for a fundamentally…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
