arxivquant-phcs.LG2026-07-15
Quantum Topological Data Encoding
Adam Wesołowski, Dimitrios Thanos, Daniel Leykam, Lirandë Pira
Many datasets encountered across a wide range of domains possess rich geometric and topological structure that is difficult to capture using conventional vector-based representations. Quantum machine learning offers the possibility of processing high-dimensional data in Hilbert s…