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Disinformation and fake news have posed detrimental effects on individuals and society in recent years, attracting broad attention to fake news detection. The majority of existing fake news detection algorithms focus on mining news content…

Social and Information Networks · Computer Science 2021-04-27 Yingtong Dou , Kai Shu , Congying Xia , Philip S. Yu , Lichao Sun

We propose the first multistage intervention framework that tackles fake news in social networks by combining reinforcement learning with a point process network activity model. The spread of fake news and mitigation events within the…

Machine Learning · Computer Science 2017-06-21 Mehrdad Farajtabar , Jiachen Yang , Xiaojing Ye , Huan Xu , Rakshit Trivedi , Elias Khalil , Shuang Li , Le Song , Hongyuan Zha

Nowadays, Online Social Networks are popular websites on the internet, which millions of users register on and share their own personal information with others. Privacy threats and disclosing personal information are the most important…

Social and Information Networks · Computer Science 2014-03-11 Morteza Yousefi Kharaji , Fatemeh Salehi Rizi

As popular tools for spreading spam and malware, Sybils (or fake accounts) pose a serious threat to online communities such as Online Social Networks (OSNs). Today, sophisticated attackers are creating realistic Sybils that effectively…

Social and Information Networks · Computer Science 2015-03-20 Gang Wang , Manish Mohanlal , Christo Wilson , Xiao Wang , Miriam Metzger , Haitao Zheng , Ben Y. Zhao

The spread of ideas in online social networks is a crucial phenomenon to understand nowadays the proliferation of fake news and their impact in democracies. This makes necessary to use models that mimic the circulation of rumors. The law of…

Social and Information Networks · Computer Science 2019-10-18 Jesus San Martin , Fatima Drubi , Daniel Rodriguez-Perez

The wide spread of rumors on social media has caused a negative impact on people's daily life, leading to potential panic, fear, and mental health problems for the public. How to debunk rumors as early as possible remains a challenging…

Artificial Intelligence · Computer Science 2024-04-03 Tianrui Liu , Qi Cai , Changxin Xu , Bo Hong , Fanghao Ni , Yuxin Qiao , Tsungwei Yang

Recently, due to the booming influence of online social networks, detecting fake news is drawing significant attention from both academic communities and general public. In this paper, we consider the existence of confounding variables in…

Social and Information Networks · Computer Science 2020-02-04 Bo Ni , Zhichun Guo , Jianing Li , Meng Jiang

Nowadays, artificial intelligence algorithms are used for targeted and personalized content distribution in the large scale as part of the intense competition for attention in the digital media environment. Unfortunately, targeted…

Social and Information Networks · Computer Science 2018-12-05 Sina Mohseni , Eric Ragan

The proliferation of social media in communication and information dissemination has made it an ideal platform for spreading rumors. Automatically debunking rumors at their stage of diffusion is known as \textit{early rumor detection},…

Computation and Language · Computer Science 2017-04-21 Tong Chen , Lin Wu , Xue Li , Jun Zhang , Hongzhi Yin , Yang Wang

Online social networks (OSNs) are trendy and rapid information propagation medium on the web where millions of new connections either positive such as acquaintance or negative such as animosity, are being established every day around the…

Social and Information Networks · Computer Science 2018-05-03 Mudasir Ahmad Wani , Suraiya Jabin

In a spoofing attack, an attacker impersonates a legitimate user to access or tamper with data intended for or produced by the legitimate user. In wireless communication systems, these attacks may be detected by relying on features of the…

Machine Learning · Computer Science 2022-11-09 Daniel Romero , Peter Gerstoft , Hadi Givehchian , Dinesh Bharadia

We propose an information propagation model that captures important temporal aspects that have been well observed in the dynamics of fake news diffusion, in contrast with the diffusion of truth. The model accounts for differential…

Social and Information Networks · Computer Science 2022-06-24 Michael Simpson , Farnoosh Hashemi , Laks V. S. Lakshmanan

In the last decade, Social Networks (SNs) have deeply changed many aspects of society, and one of the most widespread behaviours is the sharing of pictures. However, malicious users often exploit shared pictures to create fake profiles…

Multimedia · Computer Science 2024-10-03 Flavio Bertini , Rajesh Sharma , Danilo Montesi

While the world has been combating COVID-19 for over three years, an ongoing "Infodemic" due to the spread of fake news regarding the pandemic has also been a global issue. The existence of the fake news impact different aspect of our daily…

Machine Learning · Computer Science 2023-05-26 Chih-Yuan Li , Navya Martin Kollapally , Soon Ae Chun , James Geller

In the digital era, the rapid propagation of fake news and rumors via social networks brings notable societal challenges and impacts public opinion regulation. Traditional fake news modeling typically forecasts the general popularity trends…

Social and Information Networks · Computer Science 2024-12-24 Yuhan Liu , Xiuying Chen , Xiaoqing Zhang , Xing Gao , Ji Zhang , Rui Yan

Social media is interactive, and interaction brings misinformation. With the growing amount of user-generated data, fake news on online platforms has become much frequent since the arrival of social networks. Now and then, an event occurs…

Social and Information Networks · Computer Science 2021-11-24 Chahat Raj , Priyanka Meel

In order to alleviate the notorious mode collapse phenomenon in generative adversarial networks (GANs), we propose a novel training method of GANs in which certain fake samples are considered as real ones during the training process. This…

Machine Learning · Computer Science 2020-03-17 Song Tao , Jia Wang

Stopping the malicious spread and production of false and misleading news has become a top priority for researchers. Due to this prevalence, many automated methods for detecting low quality information have been introduced. The majority of…

Social and Information Networks · Computer Science 2021-01-27 Maurício Gruppi , Benjamin D. Horne , Sibel Adalı

Image repurposing is a commonly used method for spreading misinformation on social media and online forums, which involves publishing untampered images with modified metadata to create rumors and further propaganda. While manual…

Computer Vision and Pattern Recognition · Computer Science 2019-04-11 Ayush Jaiswal , Yue Wu , Wael AbdAlmageed , Iacopo Masi , Premkumar Natarajan

With the proliferation of social media, the detection of fake news has become a critical issue that poses a significant threat to society. The dissemination of fake information can lead to social harm and damage the credibility of…

Computers and Society · Computer Science 2023-05-18 Qian Chang , Xia Lia , Patrick S. W. Fong