graph classification 1Hilbert-space representations 1quantum encoding 1quantum learning 1topological data analysis 1
From the 1 of 3 linked papers with an AI index.
Showing quant-phShow all
2 papers · 1 filter
quant-ph2026
Quantum Topological Data Encoding
Adam WesoÅowski, Dimitrios Thanos, Daniel Leykam +1
The paper proposes a quantum topological data encoding (QTDE) framework that maps topological features of datasets into quantum states via topology‑driven quantum evolution, and sh…
quant-ph2025
Benchmark of the Full and Reduced Effective Resistance Kernel for Molecular Classification
Adam WesoÅowski, Karim Essafi
We present a comprehensive study of the commute time kernel method via the effective resistance framework analyzing the quantum complexity of the originally classical approach. Our…