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Multitasking for Misinformation Detection
This chapter majorly focuses on multitask learning approach. The chapter starts with the basic introduction of multitask learning and concludes with...
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Dive into Misinformation Detection From Unimodal to Multimodal and Multilingual Misinformation Detection
This book delivers a brief introduction to misinformation, and various novel approaches for solving misinformation detection problems. It considers...
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Multilinguality in Misinformation Detection
This chapter examines the value of multilingualism and how it can be used to address different NLP issues. It first presents a multilingual...
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Misinformation blocking maximization in online social networks
Online social networks serve as a very important platform for information dissemination in reality. In addition to the positive information, negative...
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Recent Advancements in Misinformation Detection
The second chapter presents a brief literature survey and the recent advancements in topics related to misinformation detection. The literature...
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Multimodality in Misinformation Detection
The fifth chapter explores the importance of multimodality in solving various NLP tasks. It begins with the discussion of the basic introduction of...
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Leveraging transfer learning for detecting misinformation on social media
Misinformation is a pervasive problem on social media platforms, with the potential to cause harm to individuals and society as a whole. Many...
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Novelty and Emotion in Misinformation Detection
The third chapter investigates how and why novelty and emotion are the key attributes for detection of misinformation and prevention of its spread....
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The adaptive community-response (ACR) method for collecting misinformation on social media
Social media can be a major accelerator of the spread of misinformation, thereby potentially compromising both individual well-being and social...
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VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias
Multimedia content has become ubiquitous on social media platforms, leading to the rise of multimodal misinformation (MM) and the urgent need for...
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Novelty and Emotion in Multimodal Misinformation Detection
This chapter covers the significance of novelty and emotion in identifying multimodal misinformation. It first discusses the working principle and...
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End-to-End Deep Networks with Hierarchical Attention and Capsule Capabilities for Misinformation Detection on Microblogging Platforms
Widespread dissemination of misinformation over online social media has brought about negative consequences that disrupt lives on so many levels,...
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Misinformation Detection in Cyber Smart Cities
Since the modern city dwellers are highly adapting the cutting edge technologies to assuage their daily life problems as well as to optimize the...
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A two-stage framework for Arabic social media text misinformation detection combining data augmentation and AraBERT
Misinformation can profoundly impact the reputation of an entity, and eliminating its spread has become a critical concern across various...
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Exploiting sparsity and statistical dependence in multivariate data fusion: an application to misinformation detection for high-impact events
With the evolution of social media, cyberspace has become the de-facto medium for users to communicate during high-impact events such as natural...
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Using Emotions and Topics to Understand Online Misinformation
Misinformation has become one of the most pressing social issues in the twenty-first century. How the combinations of emotions and topics trigger the...
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Geographical visualization of tweets, misinformation, and extremism during the USA 2020 presidential election using LSTM, NLP, and GIS
Disinformation campaigns on online social networks (OSN) in recent years, have underscored democracies’ vulnerability to such operations and the...
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Not a Blank Slate: The Role of Big Tech in Misinformation and Radicalization
This paper argues that section 230 of the Communications Decency Act should not protect tech companies for their role in behavioral advertising and...
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PolitiKweli: A Swahili-English Code-Switched Twitter Political Misinformation Classification Dataset
In the age of freedom of speech, users of the various social media platforms post millions of unverified messages, resulting in misinformation....
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What Will Make Misinformation Spread: An XAI Perspective
Explainable Artificial Intelligence (XAI) techniques can provide explanations of how AI systems or models make decisions, or what factors AI...