2 papers
quant-ph2026
Qlustering for Data Clustering via Network-Based Quantum Transport
Shmuel Lorber, Yonatan Dubi
Analog quantum computation offers a route to machine learning using controllable physical dynamics as a computational resource. However, many existing approaches rely on task-speci…
quant-ph2025
Qlustering: Harnessing Network-Based Quantum Transport for Data Clustering
Shmuel Lorber, Yonatan Dubi
We introduce Qlustering, a quantum-inspired algorithm for unsupervised learning that leverages network-based quantum transport to perform data clustering. In contrast to traditiona…