The spread of digital disinformation (aka "fake news") is arguably one of the most significant threats on the Internet which can cause individual and societal harm of large scales. The susceptibility to fake news attacks hinges on whether Internet users perceive a fake news article/snippet to be legitimate after reading it. In this paper, we attempt to garner an in-depth understanding of users' susceptibility to text-centric fake news attacks via a neuro-cognitive methodology. We investigate the neural underpinnings relevant to fake/real news through EEG. We run an experiment with human users to pursue a thorough investigation of users' perception and cognitive processing of fake/real news. We analyze the neural activity associated with the fake/real news detection task for different categories of news articles. Our results show there may be no statistically significant or automatically inferable differences in the way the human brain processes the fake vs. real news, while marked differences are observed when people are subject to (real/fake) news vs. resting state and even between some different categories of fake news. This neuro-cognitive finding may help to justify users' susceptibility to fake news attacks, as also confirmed from the behavioral analysis. In other words, the fake news articles may seem almost indistinguishable from the real news articles in both behavioral and neural domains. Our work serves to dissect the fundamental neural phenomena underlying fake news attacks and explains users' susceptibility to these attacks through the limits of human biology. We believe this could be a notable insight for the researchers and practitioners suggesting the human detection of fake news might be ineffective, which may also have an adverse impact on the design of automated detection approaches that crucially rely upon human labeling of text articles for building training models
翻译:数字假信息(aka " fake news")的传播,可以说是互联网上最显著的威胁之一,它可能造成个人和社会大规模伤害。假新闻袭击的易感性取决于互联网用户是否认为假新闻文章/片段在阅读后是否合法。在本论文中,我们试图通过神经认知方法深入了解用户对以文字为中心的假新闻袭击的易感性。我们通过EEEG调查假/真新闻的神经基础。我们与人类用户进行实验,以彻底调查用户对假/真新闻的认知和认知性处理。我们分析假新闻袭击的灵性活动取决于互联网用户是否认为假新闻文章/片在阅读后是否合法。我们的结果显示,在人类大脑处理假新闻攻击的方式上,可能没有任何具有统计意义或自动推断的差别。当人们可能受到(真实/虚假)的训练模式新闻时,就会观察到明显的差异。 保持现状,甚至某些类假新闻的发现。我们神经认知性发现,这可能有助于证明用户对假新闻的内心攻击的内向性攻击进行解释,从假新闻攻击的内隐性分析看,从其他的文字看,也可能从虚造新闻攻击。