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...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 5 vom: 05. Apr., Seite 3388-3405
1. Verfasser: Wang, Kun (VerfasserIn)
Weitere Verfasser: Liang, Yuxuan, Li, Xinglin, Li, Guohao, Ghanem, Bernard, Zimmermann, Roger, Zhou, Zhengyang, Yi, Huahui, Zhang, Yudong, Wang, Yang
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article