737 citations · 1.2k across the 24 of their papers we have counts for
4 papers · 1 filter
Enhancing Graph Neural Networks with Quantum Computed Encodings
Slimane Thabet, Romain Fouilland, Mehdi Djellabi +4
Transformers are increasingly employed for graph data, demonstrating competitive performance in diverse tasks. To incorporate graph information into these models, it is essential t…
Leveraging Analog Quantum Computing with Neutral Atoms for Solvent Configuration Prediction in Drug Discovery
Mauro D'Arcangelo, Daniele Loco, Fresnel team +8
We introduce quantum algorithms able to sample equilibrium water solvent molecules configurations within proteins thanks to analog quantum computing. To do so, we combine a quantum…
Exploring the impact of graph locality for the resolution of MIS with neutral atom devices
Constantin Dalyac, Louis-Paul Henry, Minhyuk Kim +2
In the past years, many quantum algorithms have been proposed to tackle hard combinatorial problems. In particular, the Maximum Independent Set (MIS) is a known NP-hard problem tha…
Quantum pricing-based column-generation framework for hard combinatorial problems
Wesley da Silva Coelho, Loïc Henriet, Louis-Paul Henry
In this work, we present a complete hybrid classical-quantum algorithm involving a quantum sampler based on neutral atom platforms. This approach is inspired by classical column ge…