Picture for Giuseppe Alessio D'Inverno

Giuseppe Alessio D'Inverno

Physics-Informed GNN for non-linear constrained optimization: PINCO a solver for the AC-optimal power flow

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Oct 07, 2024
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Mesh-Informed Reduced Order Models for Aneurysm Rupture Risk Prediction

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Oct 04, 2024
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Extension of Recurrent Kernels to different Reservoir Computing topologies

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Jan 25, 2024
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VC dimension of Graph Neural Networks with Pfaffian activation functions

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Jan 22, 2024
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A topological description of loss surfaces based on Betti Numbers

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Jan 08, 2024
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Generalization Limits of Graph Neural Networks in Identity Effects Learning

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Jun 30, 2023
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Weisfeiler--Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic Graphs

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Oct 08, 2022
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A unifying point of view on expressive power of GNNs

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Jun 17, 2021
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