3 papers
quant-ph2026
Quantum Topological Data Encoding
Adam Wesołowski, Dimitrios Thanos, Daniel Leykam +1
Many datasets encountered across a wide range of domains possess rich geometric and topological structure that is difficult to capture using conventional vector-based representatio…
cs.LG2025
Fast, Accurate and Interpretable Graph Classification with Topological Kernels
Adam Wesołowski, 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 Wesołowski, 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…