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20152026
most citedApproximating Continuous Functions by ReLU Nets of Minimal Width

130 citations · 209 across the 59 of their papers we have counts for

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Showing 2023 · math.PRShow all

7 papers · 2 filters

math.PR2023★ 1 cited

Mean square displacement of Brownian paths perturbed by bounded pair potentials

Volker Betz, Tobias Schmidt, Mark Sellke

We study Brownian paths perturbed by semibounded pair potentials and prove upper bounds on the mean square displacement. As a technical tool we derive infinite dimensional versions…

math.PR2023

A Constructive Proof of the Spherical Parisi Formula

Brice Huang, Mark Sellke

The Parisi formula for the free energy is among the crown jewels in the theory of spin glasses. We present a simpler proof of the lower bound in the case of the spherical mean-fiel…

math.PR2023★ 3 cited

Sampling from Mean-Field Gibbs Measures via Diffusion Processes

Ahmed El Alaoui, Andrea Montanari, Mark Sellke

We consider Ising mixed -spin glasses at high-temperature and without external field, and study the problem of sampling from the Gibbs distribution in polynomial time. We de…

math.PR2023

Strong Topological Trivialization of Multi-Species Spherical Spin Glasses

Brice Huang, Mark Sellke

We study the landscapes of multi-species spherical spin glasses. Our results determine the phase boundary for annealed trivialization of the number of critical points, and establis…

math.PR2023

Optimization Algorithms for Multi-Species Spherical Spin Glasses

Brice Huang, Mark Sellke

This paper develops approximate message passing algorithms to optimize multi-species spherical spin glasses. We first show how to efficiently achieve the algorithmic threshold ener…

math.PR2023★ 2 cited

Shattering in Pure Spherical Spin Glasses

Ahmed El Alaoui, Andrea Montanari, Mark Sellke

We prove the existence of a shattered phase within the replica-symmetric phase of the pure spherical -spin models for sufficiently large. In this phase, we construct a decom…

math.PR2023★ 1 cited

Algorithmic Threshold for Multi-Species Spherical Spin Glasses

Brice Huang, Mark Sellke

We study efficient optimization of the Hamiltonians of multi-species spherical spin glasses. Our results characterize the maximum value attained by algorithms that are suitably Lip…