Jul 2026
Quantum Rényi α-Entropies for Graph Characterization.
This article proposes novel graph kernels based on quantum Rényi $\alpha $ -entropies of different orders, computed from both the unnormalized and normalized Laplacian matrices, and demonstrates that these methods achieve competitive or superior performance compared with state-of-the-art techniques, including deep learning approaches, while remaining computationally efficient.
Furqan Aziz
· IEEE Transactions on Neural... · 0 citations