3 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…
quant-ph2023
Quantum transport on networks for supervised classification
Shmuel Lorber, Oded Zimron, Inbal Lorena Zak +2
Classification, the computational process of categorizing an input into pre-existing classes, is now a cornerstone in modern computation in the era of machine learning. Here we pro…