论文标题

除了拖钓:恶意软件引起的误解攻击对两极分化的Facebook话语

Beyond Trolling: Malware-Induced Misperception Attacks on Polarized Facebook Discourse

论文作者

Sharevski, Filipo, Treebridge, Paige, Jachim, Peter, Li, Audrey, Babin, Adam, Westbrook, Jessica

论文摘要

社交媒体拖钓是一项有力的策略,可以在道德上很高的组成部分上操纵公众舆论。过去的巨魔农场(Troll Farms)在2016年的美国总统大选期间创造了捏造的内容,以激发人们在社交媒体上分享他们在社交媒体上的看法。在本文中,我们引入了一种替代方式来挑衅或沉默社交媒体话语,通过操纵用户如何看待真实内容。这种操作是由中型恶意软件执行的,该恶意软件秘密地重新排列了真实的社交媒体帖子和评论的语言内容。我们称这种攻击恶意软件引起的误解(MIM)是因为目标是通过引起知觉在社交媒体上进行社会工程螺旋条件。我们在受控的环境(n = 311)中进行了实验测试,其中恶意软件在Facebook帖子中秘密更改了有关大学校园政治表达自由的单词。经验结果(1)证实了先前关于社交媒体螺旋效应的发现; (2)证明造成误解是一种有效的策略,使他们在Facebook上沉默或激发有针对性的用户,以表达他们对两极分化的政治问题的看法。

Social media trolling is a powerful tactic to manipulate public opinion on issues with a high moral component. Troll farms, as evidenced in the past, created fabricated content to provoke or silence people to share their opinion on social media during the US presidential election in 2016. In this paper, we introduce an alternate way of provoking or silencing social media discourse by manipulating how users perceive authentic content. This manipulation is performed by man-in-the-middle malware that covertly rearranges the linguistic content of an authentic social media post and comments. We call this attack Malware-Induced Misperception (MIM) because the goal is to socially engineer spiral-of-silence conditions on social media by inducing perception. We conducted experimental tests in controlled settings (N = 311) where a malware covertly altered selected words in a Facebook post about the freedom of political expression on college campuses. The empirical results (1) confirm the previous findings about the presence of the spiral-of-silence effect on social media; and (2) demonstrate that inducing misperception is an effective tactic to silence or provoke targeted users on Facebook to express their opinion on a polarizing political issue.

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