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The growing threat posed by deepfake videos, capable of manipulating realities and disseminating misinformation, drives the urgent need for effective detection methods. This work investigates and compares different approaches for…

Computer Vision and Pattern Recognition · Computer Science 2025-04-07 Matheus Martins Batista

With the rapid growth of online misinformation, it is crucial to have reliable fact-checking methods. Recent research on finding check-worthy claims and automated fact-checking have made significant advancements. However, limited guidance…

Information Retrieval · Computer Science 2023-12-29 Danula Hettiachchi , Kaixin Ji , Jenny Kennedy , Anthony McCosker , Flora D. Salim , Mark Sanderson , Falk Scholer , Damiano Spina

Online social networking sites are experimenting with the following crowd-powered procedure to reduce the spread of fake news and misinformation: whenever a user is exposed to a story through her feed, she can flag the story as…

Social and Information Networks · Computer Science 2017-11-29 Jooyeon Kim , Behzad Tabibian , Alice Oh , Bernhard Schoelkopf , Manuel Gomez-Rodriguez

In recent years, there has been an explosion of AI research on counterfactual explanations as a solution to the problem of eXplainable AI (XAI). These explanations seem to offer technical, psychological and legal benefits over other…

Machine Learning · Computer Science 2021-05-03 Mark T Keane , Eoin M Kenny , Eoin Delaney , Barry Smyth

Misinformation remains one of the most significant issues in the digital age. While automated fact-checking has emerged as a viable solution, most current systems are limited to evaluating factual accuracy. However, the detrimental effect…

Computation and Language · Computer Science 2025-09-22 Arghodeep Nandi , Megha Sundriyal , Euna Mehnaz Khan , Jikai Sun , Emily Vraga , Jaideep Srivastava , Tanmoy Chakraborty

In the Social Web scenario, large amounts of User-Generated Content (UGC) are diffused through social media often without almost any form of traditional trusted intermediaries. Therefore, the risk of running into misinformation is not…

Computers and Society · Computer Science 2020-01-28 Gabriella Pasi , Marco Viviani

The proliferation of fake news on social media has opened up new directions of research for timely identification and containment of fake news, and mitigation of its widespread impact on public opinion. While much of the earlier research…

Machine Learning · Computer Science 2019-01-23 Karishma Sharma , Feng Qian , He Jiang , Natali Ruchansky , Ming Zhang , Yan Liu

Counterfactual explanations are a widely used approach in Explainable AI, offering actionable insights into decision-making by illustrating how small changes to input data can lead to different outcomes. Despite their importance, evaluating…

Human-Computer Interaction · Computer Science 2025-04-22 Marharyta Domnich , Rasmus Moorits Veski , Julius Välja , Kadi Tulver , Raul Vicente

In recent years, disinformation including fake news, has became a global phenomenon due to its explosive growth, particularly on social media. The wide spread of disinformation and fake news can cause detrimental societal effects. Despite…

Social and Information Networks · Computer Science 2020-01-06 Kai Shu , Suhang Wang , Dongwon Lee , Huan Liu

Due to the prohibitively high cost of creating error correction datasets, most Factual Claim Correction methods rely on a powerful verification model to guide the correction process. This leads to a significant drop in performance in…

Computation and Language · Computer Science 2023-10-16 Dhananjay Ashok , Atharva Kulkarni , Hai Pham , Barnabás Póczos

The recent explosion of false claims in social media and on the Web in general has given rise to a lot of manual fact-checking initiatives. Unfortunately, the number of claims that need to be fact-checked is several orders of magnitude…

Computation and Language · Computer Science 2019-09-02 Dimitrina Zlatkova , Preslav Nakov , Ivan Koychev

Research on social bots aims at advancing knowledge and providing solutions to one of the most debated forms of online manipulation. Yet, social bot research is plagued by widespread biases, hyped results, and misconceptions that set the…

Social and Information Networks · Computer Science 2025-07-30 Stefano Cresci , Kai-Cheng Yang , Angelo Spognardi , Roberto Di Pietro , Filippo Menczer , Marinella Petrocchi

In recent years, algorithms have been incorporated into fact-checking pipelines. They are used not only to flag previously fact-checked misinformation, but also to provide suggestions about which trending claims should be prioritized for…

Computers and Society · Computer Science 2023-02-10 Terrence Neumann , Nicholas Wolczynski

Recommender systems have become an integral part of online services to help users locate specific information in a sea of data. However, existing studies show that some recommender systems are vulnerable to poisoning attacks, particularly…

Cryptography and Security · Computer Science 2024-04-24 Thanh Toan Nguyen , Quoc Viet Hung Nguyen , Thanh Tam Nguyen , Thanh Trung Huynh , Thanh Thi Nguyen , Matthias Weidlich , Hongzhi Yin

In the contemporary era of information explosion, we are often faced with the mixture of massive \emph{truth} (true information) and \emph{rumor} (false information) flooded over social networks. Under such circumstances, it is very…

Social and Information Networks · Computer Science 2020-01-24 Shan Qu , Ziqi Zhao , Luoyi Fu , XInbing Wang , Jun Xu

The increased use of large language models (LLMs) across a variety of real-world applications calls for mechanisms to verify the factual accuracy of their outputs. Difficulties lie in assessing the factuality of free-form responses in open…

Computation and Language · Computer Science 2025-10-30 Yuxia Wang , Minghan Wang , Hasan Iqbal , Georgi Georgiev , Jiahui Geng , Preslav Nakov

Misinformation is becoming increasingly prevalent on social media and in news articles. It has become so widespread that we require algorithmic assistance utilising machine learning to detect such content. Training these machine learning…

Machine Learning · Computer Science 2022-03-09 Dan Saattrup Nielsen , Ryan McConville

While Twitter provides an unprecedented opportunity to learn about breaking news and current events as they happen, it often produces skepticism among users as not all the information is accurate but also hoaxes are sometimes spread. While…

Social and Information Networks · Computer Science 2013-12-31 Arkaitz Zubiaga , Heng Ji

We ask how to defend user ability to plausibly deny their interest in topics deemed sensitive in the face of search engine learning. We develop a practical and scalable tool called \PDE{} allowing a user to detect and assess threats to…

Cryptography and Security · Computer Science 2017-06-27 Pol Mac Aonghusa , Douglas J. Leith
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