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Update publications.yml
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eloMG authored Oct 22, 2024
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- title: "Interpreting Temporal Graph Neural Networks with Koopman Theory"
authors: "Michele Guerra, Simone Scardapane, Filippo Maria Bianchi"
figure: "figs/publications/maxcutpool.png"
figure: "figs/publications/koopman.gif"
abstract: "We propose an XAI technique based on Koopman theory to interpret temporal graphs and the spatio-temporal Graph Neural Newtworks used to process them. The proposed approach allows to identify nodes and time steps when relevant events occur."
github: "https://github.com/NGMLGroup/Koopman-TGNN-Interpretability"
arxiv: "https://arxiv.org/abs/2410.13469"
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