Publications

A Layerwise-Multi-Angle Approach to Fine-Tuning the Quantum Approximate Optimization Algorithm

Published in 2024 International Joint Conference on Neural Networks (IJCNN), 2024

This work was the natural development of my master thesis on quantum optimization and has its companion blog post here.

Recommended citation: L. Lavagna, A. Ceschini, A. Rosato and M. Panella, "A Layerwise-Multi-Angle Approach to Fine-Tuning the Quantum Approximate Optimization Algorithm," 2024 International Joint Conference on Neural Networks (IJCNN), Yokohama, Japan, 2024, pp. 1-8. https://ieeexplore.ieee.org/document/10650075

On the Effects of Small Graph Perturbations in the MaxCut Problem by QAOA

Published in Arxiv preprint 2408.15413, 2024

This paper is about symmetries and QAOA and has its companion blog post here and companion code available here.

Recommended citation: Leonardo Lavagna, Simone Piperno, Andrea Ceschini, Massimo Panella: On the Effects of Small Graph Perturbations in the MaxCut Problem by QAOA. Arxiv preprint 2408.15413 (2024). https://www.arxiv.org/abs/2408.15413