Existence of an unbounded nodal hypersurface for smooth Gaussian fields in dimension $d \ge 3$
Hugo Duminil-Copin, Alejandro Rivera, Pierre-Fran\c{c}ois Rodriguez,, Hugo Vanneuville

TL;DR
This paper proves that for smooth Gaussian fields in dimensions three and higher, the nodal hypersurfaces contain unbounded components near the critical level, contrasting with lower-dimensional cases.
Contribution
It establishes the positivity of the critical level for percolation in high-dimensional Gaussian fields and shows the unboundedness of nodal hypersurfaces at the nodal case.
Findings
Critical level for percolation is strictly positive in dimensions d ≥ 3.
Nodal hypersurfaces at level zero contain unbounded components.
Behavior differs significantly from two-dimensional Gaussian fields.
Abstract
For the Bargmann--Fock field on with , we prove that the critical level of the percolation model formed by the excursion sets is strictly positive. This implies that for every sufficiently close to (in particular for the nodal hypersurfaces corresponding to the case ), contains an unbounded connected component that visits "most" of the ambient space. Our findings actually hold for a more general class of positively correlated smooth Gaussian fields with rapid decay of correlations. The results of this paper show that the behaviour of nodal hypersurfaces of these Gaussian fields in for is very different from the behaviour of nodal lines of their two-dimensional analogues.
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.
Taxonomy
TopicsGeometry and complex manifolds · Stochastic processes and statistical mechanics · Random Matrices and Applications
