notesum.ai

Published at November 27

From Exploration to Revelation: Detecting Dark Patterns in Mobile Apps

cs.SE

cs.AI

cs.HC

D.2; I.2; H.5

Released Date: November 27, 2024

Authors: Jieshan Chen¹, Zhen Wang¹, Jiamou Sun¹, Wenbo Zou², Zhenchang Xing¹, Qinghua Lu¹, Qing Huang³, Xiwei Xu¹

Aff.: ¹CSIRO's Data61, Australia; ²University of South Wales, Australia; ³Jiangxi Normal University, China

Arxiv: http://arxiv.org/abs/2411.18084v1

Refer to caption

Method	Micro Average			Macro Average
Method	Precision	Recall	F1	Precision	Recall	F1
AppRay-BERT	0.837	0.805	0.821	0.879	0.729	0.758
AppRay-ResNet50	0.773	0.845	0.808	0.833	0.628	0.640
AppRay-RB	0.867	0.835	0.851	0.797	0.707	0.722
+DA	0.897 $\uparrow$	0.859 $\uparrow$	0.877 $\uparrow$	0.813 $\uparrow$	0.752 $\uparrow$	0.767 $\uparrow$
+DA+NS	0.906 $\uparrow$	0.881 $\uparrow$	0.893 $\uparrow$	0.874 $\uparrow$	0.734	0.770 $\uparrow$
+DA+NS+CW	0.846	0.879	0.852	0.869	0.844 $\uparrow$	0.848 $\uparrow$