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Fake news detection research is still in the early stage as this is a relatively new phenomenon in the interest raised by society. Machine learning helps to solve complex problems and to build AI systems nowadays and especially in those…

计算与语言 · 计算机科学 2022-01-20 Sajjad Ahmed , Knut Hinkelmann , Flavio Corradini

With the widespread use of the internet and handheld devices, social media now holds a power similar to that of old newspapers. People use social media platforms for quick and accessible information. However, this convenience comes with a…

社会与信息网络 · 计算机科学 2025-09-08 Maria-Diana Cotelin , Ciprian-Octavian Truică , Elena-Simona Apostol

Social networks offer a ready channel for fake and misleading news to spread and exert influence. This paper examines the performance of different reputation algorithms when applied to a large and statistically significant portion of the…

Consuming news from social media is becoming increasingly popular. However, social media also enables the widespread of fake news. Because of its detrimental effects brought by social media, fake news detection has attracted increasing…

社会与信息网络 · 计算机科学 2019-03-25 Kai Shu , Deepak Mahudeswaran , Suhang Wang , Huan Liu

Social media are nowadays one of the main news sources for millions of people around the globe due to their low cost, easy access and rapid dissemination. This however comes at the cost of dubious trustworthiness and significant risk of…

社会与信息网络 · 计算机科学 2019-02-19 Federico Monti , Fabrizio Frasca , Davide Eynard , Damon Mannion , Michael M. Bronstein

Due to the extensive role of social networks in social media, it is easy for people to share the news, and it spreads faster than ever before. These platforms also have been exploited to share the rumor or fake information, which is a…

社会与信息网络 · 计算机科学 2020-11-11 Akrati Saxena , Harsh Saxena , Ralucca Gera

We restrict the propagation of misinformation in a social-media-like environment while preserving the spread of correct information. We model the environment as a random network of users in which each news item propagates in the network in…

社会与信息网络 · 计算机科学 2022-11-10 Yigit E. Bayiz , Ufuk Topcu

Social networks offer a ready channel for fake and misleading news to spread and exert influence. This paper examines the performance of different reputation algorithms when applied to a large and statistically significant portion of the…

Fake news is a growing problem in developing countries with potentially far-reaching consequences. We conduct a randomized experiment in urban Pakistan to evaluate the effectiveness of two educational interventions to counter misinformation…

综合经济学 · 经济学 2021-07-07 Ayesha Ali , Ihsan Ayyub Qazi

The detection of fake news often requires sophisticated reasoning skills, such as logically combining information by considering word-level subtle clues. In this paper, we move towards fine-grained reasoning for fake news detection by…

计算与语言 · 计算机科学 2022-03-08 Yiqiao Jin , Xiting Wang , Ruichao Yang , Yizhou Sun , Wei Wang , Hao Liao , Xing Xie

This study investigates who should bear the responsibility of combating the spread of misinformation in social networks. Should that be the online platforms or their users? Should that be done by debunking the "fake news" already in…

物理与社会 · 物理学 2024-10-15 Diana Riazi , Giacomo Livan

Modern social networks rely on recommender systems that inadvertently amplify misinformation by prioritizing engagement over content veracity. We present a control framework that mitigates misinformation spread while maintaining user…

社会与信息网络 · 计算机科学 2025-11-18 Nicolo' Pagan , Andreas Philippou , Giulia De Pasquale

It has been argued that fake news and the spread of false information pose a threat to societies throughout the world, from influencing the results of elections to hindering the efforts to manage the COVID-19 pandemic. To combat this…

计算与语言 · 计算机科学 2021-10-22 Nathaniel Hoy , Theodora Koulouri

News in social media such as Twitter has been generated in high volume and speed. However, very few of them can be labeled (as fake or true news) in a short time. In order to achieve timely detection of fake news in social media, a novel…

计算与语言 · 计算机科学 2019-06-14 Xishuang Dong , Uboho Victor , Shanta Chowdhury , Lijun Qian

The dissemination of fake news on social networks has drawn public need for effective and efficient fake news detection methods. Generally, fake news on social networks is multi-modal and has various connections with other entities such as…

社会与信息网络 · 计算机科学 2022-05-09 Tianle Li , Yushi Sun , Shang-ling Hsu , Yanjia Li , Raymond Chi-Wing Wong

Fake news on social media platforms poses a significant threat to societal systems, underscoring the urgent need for advanced detection methods. The existing detection methods can be divided into machine intelligence-based, crowd…

机器学习 · 计算机科学 2024-12-11 Yidong Chai , Kangwei Shi , Jiaheng Xie , Chunli Liu , Yuanchun Jiang , Yezheng Liu

The spread of fake news has long been a social issue and the necessity of identifying it has become evident since its dangers are well recognized. In addition to causing uneasiness among the public, it has even more devastating…

社会与信息网络 · 计算机科学 2022-08-24 Yuxuan Tian

Understanding the diffusion in social network is an important task. However, this task is challenging since (1) the network structure is usually hidden with only observations of events like "post" or "repost" associated with each node, and…

社会与信息网络 · 计算机科学 2018-09-21 Peiyuan Suny , Jianxin Li , Yongyi Mao , Richong Zhang , Lihong Wang

Due to extensive spread of fake news on social and news media it became an emerging research topic now a days that gained attention. In the news media and social media the information is spread highspeed but without accuracy and hence…

人工智能 · 计算机科学 2022-01-21 Sajjad Ahmed , Knut Hinkelmann , Flavio Corradini

In today's technologically driven world, the rapid spread of fake news, particularly during critical events like elections, poses a growing threat to the integrity of information. To tackle this challenge head-on, we introduce FakeWatch, a…