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Published at December 10

Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks

cs.LG

Released Date: December 10, 2024

Authors: Yanwei Yue¹, Guibin Zhang, Haoran Yang, Dawei Cheng

Aff.: ¹Tongji University

Arxiv: http://arxiv.org/pdf/2412.07605v1

Refer to caption

Dataset	Ogbn-Arxiv	Ogbn-Proteins	Ogbl-Collab
Graph Sparsity
Random Pruning	N/A	$5.74\pm 2.05$	N/A
UGS(Chen et al. 2021b)	$11.19\pm 0.42$	$16.94\pm 0.33$	$8.20\pm 0.14$
WD-GLT(Hui et al. 2023)	$30.94\pm 0.51$	$22.48\pm 0.07$	$17.14\pm 0.95$
FastGLT (Ours)	$48.01\pm 0.17$	$34.49\pm 0.13$	$31.55\pm 0.35$