notesum.ai

Published at November 22

GraphTheft: Quantifying Privacy Risks in Graph Prompt Learning

cs.CR

Released Date: November 22, 2024

Authors: Jiani Zhu¹, Xi Lin¹, Yuxin Qi¹, Qinghua Mao¹

Aff.: ¹Shanghai Jiao Tong University, China

Arxiv: http://arxiv.org/abs/2411.14718v1

Refer to caption

Dataset	Knowledge	Prompt Type
Dataset	Knowledge	All in one	Gprompt	GPF	GPF-plus	GPPT	w/o Prompt
Cora	$P^{*}$	99.58 $\pm$ 0.14	88.29 $\pm$ 1.77	95.01 $\pm$ 3.69	99.22 $\pm$ 0.31	16.29 $\pm$ 5.81	91.49 $\pm$ 0.23
	$E$	60.24 $\pm$ 7.12	99.91 $\pm$ 0.01	97.96 $\pm$ 0.24	96.05 $\pm$ 0.26	99.01 $\pm$ 0.01	99.34 $\pm$ 0.11
	$P$	-	-	-	86.49 $\pm$ 2.33	-	-
Photo	$P^{*}$	68.79 $\pm$ 0.14	82.61 $\pm$ 0.41	74.30 $\pm$ 0.20	81.09 $\pm$ 0.14	85.21 $\pm$ 0.25	82.44 $\pm$ 0.26
	$E$	84.59 $\pm$ 0.32	91.00 $\pm$ 0.14	90.73 $\pm$ 0.16	91.13 $\pm$ 0.16	90.91 $\pm$ 0.19	90.79 $\pm$ 0.23
	$P$	-	-	-	86.42 $\pm$ 0.42	-	-
Computers	$P^{*}$	75.62 $\pm$ 0.04	84.08 $\pm$ 0.12	80.59 $\pm$ 0.08	77.63 $\pm$ 0.09	50.00 $\pm$ 0.10	83.31 $\pm$ 0.14
	$E$	82.16 $\pm$ 0.46	87.16 $\pm$ 0.19	87.00 $\pm$ 0.31	86.27 $\pm$ 0.25	87.07 $\pm$ 0.31	87.99 $\pm$ 0.38
	$P$	-	-	-	80.67 $\pm$ 0.09	-	-
ogbn-arxiv	$P^{*}$	74.58 $\pm$ 0.21	81.05 $\pm$ 0.04	81.55 $\pm$ 0.05	81.88 $\pm$ 0.04	79.35 $\pm$ 0.11	81.03 $\pm$ 0.04
	$E$	76.32 $\pm$ 0.36	83.78 $\pm$ 0.84	84.73 $\pm$ 0.57	82.92 $\pm$ 0.16	83.88 $\pm$ 0.32	84.30 $\pm$ 0.19
	$P$	-	-	-	89.58 $\pm$ 0.09	-	-
Squirrel	$P^{*}$	82.44 $\pm$ 0.97	75.37 $\pm$ 1.59	74.85 $\pm$ 7.53	84.91 $\pm$ 2.57	65.57 $\pm$ 0.84	86.83 $\pm$ 0.57
	$E$	46.72 $\pm$ 2.66	85.47 $\pm$ 4.58	76.92 $\pm$ 4.56	75.31 $\pm$ 3.01	83.62 $\pm$ 6.84	65.71 $\pm$ 2.61
	$P$	-	-	-	64.48 $\pm$ 0.22	-	-
Actor	$P^{*}$	43.31 $\pm$ 0.70	90.98 $\pm$ 0.31	96.98 $\pm$ 0.54	88.70 $\pm$ 1.50	39.60 $\pm$ 5.87	90.81 $\pm$ 0.62
	$E$	13.73 $\pm$ 1.84	99.93 $\pm$ 0.01	99.72 $\pm$ 0.15	97.02 $\pm$ 1.19	99.94 $\pm$ 0.01	99.77 $\pm$ 0.21
	$P$	-	-	-	99.83 $\pm$ 0.09	-	-