graph classification 1Hilbert-space representations 1quantum encoding 1quantum learning 1topological data analysis 1
From the 1 of 3 linked papers with an AI index.
3 papers
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…
cs.LG2025
Fast, Accurate and Interpretable Graph Classification with Topological Kernels
Adam WesoÅowski, Ronin Wu, Karim Essafi
We introduce a novel class of explicit feature maps based on topological indices that represent each graph by a compact feature vector, enabling fast and interpretable graph classi…
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…