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20102026
most citedCombinatorial Optimization with Physics-Inspired Graph Neural Networks

208 citations · 968 across the 37 of their papers we have counts for

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Showing 2025Show all

5 papers · 1 filter

quant-ph2025

Quantum-Guided Cluster Algorithms for Combinatorial Optimization

Peter J. Eder, Aron Kerschbaumer, Jernej Rudi Finžgar +5

Finding the ground state of Ising spin glasses is notoriously difficult due to disorder and frustration. Often, this challenge is framed as a combinatorial optimization problem, fo…

math.OC2025

Modern Computational Methods in Reinsurance Optimization: From Simulated Annealing to Quantum Branch & Bound

George Woodman, Ruben S. Andrist, Thomas Häner +4

We propose and implement modern computational methods to enhance catastrophe excess-of-loss reinsurance contracts in practice. The underlying optimization problem involves attachme…

math.OC2025

Optimization of Next-Day Delivery Coverage using Constraint Programming and Random Key Optimizers

Kyle Brubaker, Kyle E. C. Booth, Martin J. A. Schuetz +4

We consider the logistics network of an e-commerce retailer, specifically the so-called "middle mile" network, that routes inventory from supply warehouses to distribution stations…

quant-ph2025

qReduMIS: A Quantum-Informed Reduction Algorithm for the Maximum Independent Set Problem

Martin J. A. Schuetz, Romina Yalovetzky, Ruben S. Andrist +8

We propose and implement a quantum-informed reduction algorithm for the maximum independent set problem that integrates classical kernelization techniques with information extracte…

quant-ph2025

Quantum Compilation Toolkit for Rydberg Atom Arrays with Implications for Problem Hardness and Quantum Speedups

Martin J. A. Schuetz, Ruben S. Andrist, Grant Salton +7

We propose and implement a comprehensive quantum compilation toolkit for solving the maximum independent set (MIS) problem on quantum hardware based on Rydberg atom arrays. Our end…