Showing 1–13 of 13 results
/ Date/ Name
Jun 16, 2021On the approximation capability of GNNs in node classification/regression tasksFeb 10, 2025Surrogate models for diffusion on graphs via sparse polynomialsAug 5, 2025Revisiting Deep Information Propagation: Fractal Frontier and Finite-size EffectsJun 30, 2023Generalization Limits of Graph Neural Networks in Identity Effects LearningJan 22, 2024VC dimension of Graph Neural Networks with Pfaffian activation functionsFeb 9, 2024Product of Tensors and Description of NetworksOct 8, 2022Weisfeiler-Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic GraphsOct 7, 2024Physics-Informed GNN for non-linear constrained optimization: PINCO a solver for the AC-optimal power flowAug 22, 2025On Task Vectors and GradientsJan 25, 2024Comparison of Reservoir Computing topologies using the Recurrent Kernel approachOct 4, 2024Mesh-Informed Reduced Order Models for Aneurysm Rupture Risk PredictionJan 8, 2024A topological description of loss surfaces based on Betti NumbersMay 23, 2025Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares