Brave the Wind and the Waves : Discovering Robust and Generalizable Graph Lottery Tickets

The training and inference of Graph Neural Networks (GNNs) are costly when scaling up to large-scale graphs. Graph Lottery Ticket (GLT) has presented the first attempt to accelerate GNN inference on large-scale graphs by jointly pruning the graph structure and the model weights. Though promising, GL...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 5 vom: 12. Mai, Seite 3388-3405
Auteur principal: Wang, Kun (Auteur)
Autres auteurs: Liang, Yuxuan, Li, Xinglin, Li, Guohao, Ghanem, Bernard, Zimmermann, Roger, Zhou, Zhengyang, Yi, Huahui, Zhang, Yudong, Wang, Yang
Format: Article en ligne
Langue:English
Publié: 2024
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article