notesum.ai

Published at November 25

Graph Pooling with Local Cluster Selection

Released Date: November 25, 2024

Authors: Yizhu Chen¹

Aff.: ¹University

Arxiv: http://arxiv.org/abs/2411.16615v1

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$\text{GNN}_{h}$	PROTEINS	ENZYMES	Muatagenicity	DD	NCI1	COX2
nopool	75.00 $\pm$ 2.00	70.17 $\pm$ 5.19	78.02 $\pm$ 1.63	73.56 $\pm$ 1.19	76.98 $\pm$ 3.15	82.77 $\pm$ 2.60
topkpool	74.73 $\pm$ 2.00	65.00 $\pm$ 4.08	77.95 $\pm$ 1.21	75.51 $\pm$ 1.58	77.64 $\pm$ 2.32	82.77 $\pm$ 4.89
sagpool	74.11 $\pm$ 1.87	65.50 $\pm$ 4.02	78.13 $\pm$ 1.81	75.93 $\pm$ 2.12	79.78 $\pm$ 2.03	84.89 $\pm$ 2.42
asapool	73.57 $\pm$ 1.92	-	80.09 $\pm$ 1.42	75.00 $\pm$ 1.98	79.00 $\pm$ 2.52	84.47 $\pm$ 3.57
diffpool	73.84 $\pm$ 1.74	71.00 $\pm$ 3.18	79.22 $\pm$ 0.67	72.37 $\pm$ 1.38	74.62 $\pm$ 1.84	84.47 $\pm$ 4.47
mincutpool	74.82 $\pm$ 2.45	71.17 $\pm$ 4.48	79.12 $\pm$ 1.01	73.14 $\pm$ 2.89	76.16 $\pm$ 2.22	83.19 $\pm$ 2.93
lcpool	75.71 $\pm$ 1.25	66.67 $\pm$ 3.16	78.52 $\pm$ 1.31	74.15 $\pm$ 1.79	79.10 $\pm$ 1.75	85.96 $\pm$ 1.70
$\text{lcpool}^{*}$	74.46 $\pm$ 1.14	64.17 $\pm$ 3.10	79.40 $\pm$ 0.86	73.05 $\pm$ 4.23	81.80 $\pm$ 1.86	83.83 $\pm$ 3.46