@article{benchmarkinggraphneuralnetworksinsolving, title = {Benchmarking Graph Neural Networks in Solving Hard Constraint Satisfaction Problems}, author = {Geri Skenderi and Lorenzo Buffoni and Francesco D'Amico and David Machado and Raffaele Marino and Matteo Negri and Federico Ricci-Tersenghi and Carlo Lucibello and Maria Chiara Angelini}, year = {2026}, eprint = {2602.18419}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.18419}, }