Generalization of Graph Neural Networks is Robust to Model Mismatch

Z Wang, J Cervino, A Ribeiro - arXiv preprint arXiv:2408.13878, 2024 - arxiv.org
Graph neural networks (GNNs) have demonstrated their effectiveness in various tasks
supported by their generalization capabilities. However, the current analysis of GNN …

Improved Image Classification with Manifold Neural Networks

CFD Netto, Z Wang, L Ruiz - arXiv preprint arXiv:2409.13063, 2024 - arxiv.org
Graph Neural Networks (GNNs) have gained popularity in various learning tasks, with
successful applications in fields like molecular biology, transportation systems, and electrical …