Quantum algorithms for four problems in density peak clustering

arXiv:2610.08498 · quant-ph · Submitted 2026-10-06 · Read on arXiv

quant-ph

Submitted: 2026-10-06

Updated: 2026-10-06

Comments: 26 pages, 8 figures, 1 table, 6 pseudo-codes

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Clustering — 1× in this paper · explained in 2 episodes

Sources

• Quantum algorithms for supervised and unsupervised machine learning
• Quantum Algorithms for Nearest-Neighbor Methods for Supervised and Unsupervised Learning
• q-means: A quantum algorithm for unsupervised machine learning
• A Quantum Algorithm for Finding the Minimum

Related papers

• Reconquering Bell sampling on qudits: stabilizer learning and testing, quantum pseudorandomness bounds, and more
• Encrypted clones can leak: Classification of informative subsets in Quantum Encrypted Cloning
• Polynomial-time classical and quantum simulation of quantum impurity models
• A quasiparticle-protected superconducting qubit
• Theory of quantum-enhanced interferometry with general Markovian light sources
• A convergent hierarchy of spectral gap certificates for qubit Hamiltonians