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Amid the proliferation of forged images, notably the tsunami of deepfake content, extensive research has been conducted on using artificial intelligence (AI) to identify forged content in the face of continuing advancements in…

Computer Vision and Pattern Recognition · Computer Science 2024-07-29 Shuhan Cui , Huy H. Nguyen , Trung-Nghia Le , Chun-Shien Lu , Isao Echizen

Online Social Network (OSN) has become a hotbed of fake news due to the low cost of information dissemination. Although the existing methods have made many attempts in news content and propagation structure, the detection of fake news is…

Computation and Language · Computer Science 2023-04-03 Biwei Cao , Lulu Hua , Jiuxin Cao , Jie Gui , Bo Liu , James Tin-Yau Kwok

Fake News Detection has been a challenging problem in the field of Machine Learning. Researchers have approached it via several techniques using old Statistical Classification models and modern Deep Learning. Today, with the growing amount…

Computation and Language · Computer Science 2022-06-29 Lovedeep Singh

False information can be created and spread easily through the web and social media platforms, resulting in widespread real-world impact. Characterizing how false information proliferates on social platforms and why it succeeds in deceiving…

Social and Information Networks · Computer Science 2018-04-24 Srijan Kumar , Neil Shah

The topic of fake news has drawn attention both from the public and the academic communities. Such misinformation has the potential of affecting public opinion, providing an opportunity for malicious parties to manipulate the outcomes of…

Machine Learning · Computer Science 2017-09-05 Natali Ruchansky , Sungyong Seo , Yan Liu

Fake news often involves semantic manipulations across modalities such as image, text, location etc and requires the development of multimodal semantic forensics for its detection. Recent research has centered the problem around images,…

Multimedia · Computer Science 2020-11-24 Ekraam Sabir , Ayush Jaiswal , Wael AbdAlmageed , Prem Natarajan

Fake news detection remains a critical challenge in today's rapidly evolving digital landscape, where misinformation can spread faster than ever before. Traditional fake news detection models often rely on static datasets and auxiliary…

Social and Information Networks · Computer Science 2024-09-06 Ruoyu Xu , Gaoxiang Li

In recent years, due to the booming development of online social networks, fake news for various commercial and political purposes has been appearing in large numbers and widespread in the online world. With deceptive words, online social…

Social and Information Networks · Computer Science 2019-08-13 Jiawei Zhang , Bowen Dong , Philip S. Yu

Multimodal fake news detection has become one of the most crucial issues on social media platforms. Although existing methods have achieved advanced performance, two main challenges persist: (1) Under-performed multimodal news information…

Computer Vision and Pattern Recognition · Computer Science 2025-02-07 Bo Xu , Qiujie Xie , Jiahui Zhou , Linlin Zong

Online misinformation is a prevalent societal issue, with adversaries relying on tools ranging from cheap fakes to sophisticated deep fakes. We are motivated by the threat scenario where an image is used out of context to support a certain…

Computer Vision and Pattern Recognition · Computer Science 2021-09-23 Grace Luo , Trevor Darrell , Anna Rohrbach

With emerging topics (e.g., COVID-19) on social media as a source for the spreading misinformation, overcoming the distributional shifts between the original training domain (i.e., source domain) and such target domains remains a…

Computation and Language · Computer Science 2023-05-23 Zhenrui Yue , Huimin Zeng , Yang Zhang , Lanyu Shang , Dong Wang

Fake news detection is a very prominent and essential task in the field of journalism. This challenging problem is seen so far in the field of politics, but it could be even more challenging when it is to be determined in the multi-domain…

Computation and Language · Computer Science 2021-01-14 Tanik Saikh , Arkadipta De , Asif Ekbal , Pushpak Bhattacharyya

The increasing popularity of social media promotes the proliferation of fake news, which has caused significant negative societal effects. Therefore, fake news detection on social media has recently become an emerging research area of great…

Multimedia · Computer Science 2020-03-16 Juan Cao , Peng Qi , Qiang Sheng , Tianyun Yang , Junbo Guo , Jintao Li

Fake news and misinformation have been increasingly used to manipulate popular opinion and influence political processes. To better understand fake news, how they are propagated, and how to counter their effect, it is necessary to first…

Computation and Language · Computer Science 2019-05-06 Sonia Castelo , Thais Almeida , Anas Elghafari , Aécio Santos , Kien Pham , Eduardo Nakamura , Juliana Freire

Events are happening in real-world and real-time, which can be planned and organized for occasions, such as social gatherings, festival celebrations, influential meetings or sports activities. Social media platforms generate a lot of…

Social and Information Networks · Computer Science 2021-04-05 Hao Peng , Jianxin Li , Yangqiu Song , Renyu Yang , Rajiv Ranjan , Philip S. Yu , Lifang He

Misinformation is now a major problem due to its potential high risks to our core democratic and societal values and orders. Out-of-context misinformation is one of the easiest and effective ways used by adversaries to spread viral false…

Computer Vision and Pattern Recognition · Computer Science 2022-03-22 Sahar Abdelnabi , Rakibul Hasan , Mario Fritz

Nowadays, the rapid diffusion of fake news poses a significant problem, as it can spread misinformation and confusion. This paper aims to develop an advanced machine learning solution for detecting fake news articles. Leveraging a…

Machine Learning · Computer Science 2024-11-19 Tanjina Sultana Camelia , Faizur Rahman Fahim , Md. Musfique Anwar

Fake news is risky since it has been created to manipulate the readers' opinions and beliefs. In this work, we compared the language of false news to the real one of real news from an emotional perspective, considering a set of false…

Computation and Language · Computer Science 2019-08-28 Bilal Ghanem , Paolo Rosso , Francisco Rangel

Social media platforms are vulnerable to fake news dissemination, which causes negative consequences such as panic and wrong medication in the healthcare domain. Therefore, it is important to automatically detect fake news in an early stage…

Computation and Language · Computer Science 2021-01-15 Ipek Baris , Zeyd Boukhers

Nowadays, the development of social media allows people to access the latest news easily. During the COVID-19 pandemic, it is important for people to access the news so that they can take corresponding protective measures. However, the fake…

Computation and Language · Computer Science 2021-10-04 Yuxiang Wang , Yongheng Zhang , Xuebo Li , Xinyao Yu
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