notesum.ai

Published at December 4

Node Classification With Integrated Reject Option

cs.LG

Released Date: December 4, 2024

Authors: Uday Bhaskar¹, Jayadratha Gayen¹, Charu Sharma¹, Naresh Manwani¹

Aff.: ¹Machine Learning Lab IIIT Hyderabad

Arxiv: http://arxiv.org/pdf/2412.03190v1

Refer to caption

	Cora				Citeseer				Pubmed
$d$	Acc	Cov	0-d-1		Acc	Cov	0-d-1		Acc	Cov	0-d-1
0.5	95.8 $\pm$ 0.05	42.6 $\pm$ 0.02	0.305 $\pm$ 0.11		91.6 $\pm$ 0.12	9.7 $\pm$ 0.05	0.460 $\pm$ 0.04		88.9 $\pm$ 0.02	49.3 $\pm$ 0.08	0.309 $\pm$ 0.16
0.6	95.0 $\pm$ 0.04	53.1 $\pm$ 0.03	0.308 $\pm$ 0.06		87.9 $\pm$ 0.09	17.6 $\pm$ 0.09	0.516 $\pm$ 0.06		84.6 $\pm$ 0.05	67.8 $\pm$ 0.05	0.298 $\pm$ 0.08
0.7	92.8 $\pm$ 0.04	66.3 $\pm$ 0.08	0.283 $\pm$ 0.07		85.5 $\pm$ 0.01	33.5 $\pm$ 0.02	0.514 $\pm$ 0.04		-	-	-
0.8	90.1 $\pm$ 0.08	83.3 $\pm$ 0.04	0.216 $\pm$ 0.08		79.5 $\pm$ 0.11	57.1 $\pm$ 0.09	0.460 $\pm$ 0.02		-	-	-
0.85	87.2 $\pm$ 0.06	90.5 $\pm$ 0.07	0.196 $\pm$ 0.06		75.8 $\pm$ 1.61	79.2 $\pm$ 0.04	0.368 $\pm$ 0.15		-	-	-
1	$81.65$	$100$	$0.178$		$70.12$	$100$	$0.299$		$76.7$	$100$	$0.233$