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The rise in online misinformation in recent years threatens democracies by distorting authentic public discourse and causing confusion, fear, and even, in extreme cases, violence. There is a need to understand the spread of false content…

Efforts by foreign actors to influence public opinion have gained considerable attention because of their potential to impact democratic elections. Thus, the ability to identify and counter sources of disinformation is increasingly becoming…

Social and Information Networks · Computer Science 2022-10-13 Mark M. Bailey

Both politics and pandemics have recently provided ample motivation for the development of machine learning-enabled disinformation (a.k.a. fake news) detection algorithms. Existing literature has focused primarily on the fully-automated…

Computation and Language · Computer Science 2021-11-10 Alexander Michael Daniel

We apply an ensemble pipeline composed of a character-level convolutional neural network (CNN) and a long short-term memory (LSTM) as a general tool for addressing a range of disinformation problems. We also demonstrate the ability to use…

Computation and Language · Computer Science 2019-05-28 Numa Dhamani , Paul Azunre , Jeffrey L. Gleason , Craig Corcoran , Garrett Honke , Steve Kramer , Jonathon Morgan

In recent years, mass-broadcast messaging platforms like Telegram have gained prominence for both, serving as a harbor for private communication and enabling large-scale disinformation campaigns. The encrypted and networked nature of these…

Computers and Society · Computer Science 2024-11-12 Devang Shah , Hriday Ranka , Lynnette Hui Xian NG , Swapneel Mehta

In response to disinformation and propaganda from Russian online media following the invasion of Ukraine, Russian media outlets such as Russia Today and Sputnik News were banned throughout Europe. To maintain viewership, many of these…

Computers and Society · Computer Science 2025-03-11 Hans W. A. Hanley , Zakir Durumeric

The advent of generative Large Language Models (LLMs) such as ChatGPT has catalyzed transformative advancements across multiple domains. However, alongside these advancements, they have also introduced potential threats. One critical…

Computation and Language · Computer Science 2023-09-28 Bohan Jiang , Zhen Tan , Ayushi Nirmal , Huan Liu

How, in 20 short years, did we go from the promise of the internet to democratize access to knowledge and make the world more understanding and enlightened, to the litany of daily horrors that is today's internet? We are awash in…

Computers and Society · Computer Science 2022-05-09 Elliott Waissbluth , Hany Farid , Vibhor Sehgal , Ankit Peshin , Sadia Afroz

Online social media represent an oftentimes unique source of information, and having access to reliable and unbiased content is crucial, especially during crises and contentious events. We study the spread of propaganda and misinformation…

Social and Information Networks · Computer Science 2023-05-04 Francesco Pierri , Luca Luceri , Nikhil Jindal , Emilio Ferrara

Nowadays, false and unverified information on social media sway individuals' perceptions during major geo-political events and threaten the quality of the whole digital information ecosystem. Since the Russian invasion of Ukraine, several…

Social and Information Networks · Computer Science 2023-03-20 Valerio La Gatta , Chiyu Wei , Luca Luceri , Francesco Pierri , Emilio Ferrara

This paper examines the role of Open Source Intelligence (OSINT) on Twitter regarding the Russo-Ukrainian war, distinguishing between genuine OSINT and deceptive misinformation efforts, termed "BULLSHINT." Utilizing a dataset spanning from…

Social and Information Networks · Computer Science 2025-08-06 Johannes Niu , Mila Stillman , Anna Kruspe

This study applies a range of forecasting techniques,including ARIMA, Prophet, Long Short Term Memory networks (LSTM), Temporal Convolutional Networks (TCN), and XGBoost, to model and predict Russian equipment losses during the ongoing war…

Machine Learning · Computer Science 2025-09-10 Jonathan Teagan

Over the past couple of years, the topic of "fake news" and its influence over people's opinions has become a growing cause for concern. Although the spread of disinformation on the Internet is not a new phenomenon, the widespread use of…

Computation and Language · Computer Science 2019-10-29 Jillian Tompkins

Any report frames issues to favor a particular interpretation by highlighting or excluding certain aspects of a story. Despite the widespread use of framing in disinformation, framing properties and detection methods remain underexplored…

Computation and Language · Computer Science 2024-09-05 Antonina Sinelnik , Dirk Hovy

This paper presents a multidisciplinary approach to analyzing data from Telegram for early warning information regarding cyber threats. With the proliferation of hacktivist groups utilizing Telegram to disseminate information regarding…

Cryptography and Security · Computer Science 2024-12-31 Velizar Varbanov , Kalin Kopanov , Tatiana Atanasova

Social media platforms like Twitter, Facebook, and Instagram have facilitated the spread of misinformation, necessitating automated detection systems. This systematic review evaluates 36 studies that apply machine learning (ML) and deep…

Machine Learning · Computer Science 2025-06-24 Yunchong Liu , Xiaorui Shen , Yeyubei Zhang , Zhongyan Wang , Yexin Tian , Jianglai Dai , Yuchen Cao

Online manipulation of information has become more prevalent in recent years as state-sponsored disinformation campaigns seek to influence and polarize political topics through massive coordinated efforts. In the process, these efforts…

Social and Information Networks · Computer Science 2020-09-08 Luis Vargas , Patrick Emami , Patrick Traynor

Digital media enables not only fast sharing of information, but also disinformation. One prominent case of an event leading to circulation of disinformation on social media is the MH17 plane crash. Studies analysing the spread of…

Computation and Language · Computer Science 2019-10-04 Mareike Hartmann , Yevgeniy Golovchenko , Isabelle Augenstein

The rapid spread of misinformation on online platforms undermines trust among individuals and hinders informed decision making. This paper shows an explainable and computationally efficient pipeline to detect misinformation using…

Computation and Language · Computer Science 2025-10-23 Jainee Patel , Chintan Bhatt , Himani Trivedi , Thanh Thi Nguyen

The creation, dissemination, and consumption of disinformation and fabricated content on social media is a growing concern, especially with the ease of access to such sources, and the lack of awareness of the existence of such false…

Social and Information Networks · Computer Science 2020-07-16 Kai Shu , Amrita Bhattacharjee , Faisal Alatawi , Tahora Nazer , Kaize Ding , Mansooreh Karami , Huan Liu