Learning Dynamic Graph Embeddings with Neural Controlled Differential Equations
Qin, T Walker, B Lyons, T Yan, H Li, H IEEE Transactions on Pattern Analysis and Machine Intelligence volume PP issue 99 1-10 (03 Oct 2025) doi:10.1109/tpami.2025.3617660
Tue, 18 Nov 2025

14:00 - 15:00
Online

Planar percolation and the loop $O(n)$ model

Matan Harel
(Northeastern University)
Abstract

Consider a tail trivial, positively associated site percolation process such that the set of open vertices is stochastically dominated by the set of closed ones. We show that, for any planar graph $G$, such a process must contain zero or infinitely many infinite connected components. The assumptions cover Bernoulli site percolation at parameter $p$ less than or equal to one half, resolving a conjecture of Benjamini and Schramm. As a corollary, we prove that $p_c$ is greater than or equal to $1/2$ for any unimodular, invariantly amenable planar graphs.

We will then apply this percolation statement to the loop $O(n)$ model on the hexagonal lattice, and show that, whenever $n$ is between $1$ and $2$ and $x$ is between $1/\sqrt{2}$ and $1$, the model exhibits infinitely many loops surrounding every face of the lattice, giving strong evidence for conformally invariant behavior in the scaling limit (as conjectured by Nienhuis).

This is joint work with Alexander Glazman (University of Innsbruck) and Nathan Zelesko (Northeastern University).

Further Information

Part of the Oxford Discrete Maths and Probability Seminar, held via Zoom. Please see the seminar website for details.

SPoRt - Safe Policy Ratio: Certified Training and Deployment of Task Policies in Model-Free RL
Cloete, J Vertovec, N Abate, A 4976-4984 (01 Sep 2025) doi:10.24963/ijcai.2025/554
Neural Proofs for Sound Verification and Control of Complex Systems
Abate, A ECAI 2025 (21 Oct 2025) doi:10.3233/faia250779
Partition Equilibria in Weighted Singleton Congestion Games
Lee, W Abate, A Wooldridge, M ECAI 2025 (21 Oct 2025) doi:10.3233/faia250960
A general framework for verification and control of dynamical models via certificate synthesis
Edwards, A Peruffo, A Abate, A Annual Reviews in Control volume 60 101028 (2025) doi:10.1016/j.arcontrol.2025.101028
Roughening and inclination of competition interfaces
Ferrari, P Martin, J Pimentel, L Physical Review E volume 73 issue 3 (07 Mar 2006) doi:10.1103/physreve.73.031602
Thu, 13 Nov 2025
17:00
L3

Dirac - von Neumann axioms in the setting of Continuous Model Theory

Boris Zilber
(Oxford University)
Abstract
I recast the well-known axiom system of quantum mechanics (the Dirac calculus) in the language of Continuous Logic. The main theorem states that along with the canonical continuous model the axioms have approximate finite models of large sizes, in fact the continuous model is isomorphic to an ultraproduct of finite models. I also analyse the continuous logic quantifier corresponding to Dirac integration and show that in finite context it has two versions, local and global, which coincide on Gaussian wave-functions.
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