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With the development of network technology, many social media are flourishing. Due to imperfect Internet regulation, the spread of false rumors has become a common problem on those social platforms. Social platforms can generate rumor data…

社会与信息网络 · 计算机科学 2022-06-14 Huidong Wang , Chuanzheng Bai , Jinli Yao

Traditional methods for detecting rumors on social media primarily focus on analyzing textual content, often struggling to capture the complexity of online interactions. Recent research has shifted towards leveraging graph neural networks…

社会与信息网络 · 计算机科学 2024-12-13 Xingyu Peng , Junran Wu , Ruomei Liu , Ke Xu

In the absence of an authoritative statement about a rumor, people may expose the truth behind such rumor through their responses on social media. Most rumor detection methods aggregate the information of all the responses and have made…

社会与信息网络 · 计算机科学 2023-06-22 Jun Li , Yi Bin , Liang Peng , Yang Yang , Yangyang Li , Hao Jin , Zi Huang

With the growing popularity and ease of access to the internet, the problem of online rumors is escalating. People are relying on social media to gain information readily but fall prey to false information. There is a lack of credibility…

社会与信息网络 · 计算机科学 2021-11-24 Chahat Raj , Priyanka Meel

Twitter bot detection has become an important and challenging task to combat misinformation and protect the integrity of the online discourse. State-of-the-art approaches generally leverage the topological structure of the Twittersphere,…

社会与信息网络 · 计算机科学 2021-12-14 Shangbin Feng , Zhaoxuan Tan , Rui Li , Minnan Luo

Today's social networks continuously generate massive streams of data, which provide a valuable starting point for the detection of rumours as soon as they start to propagate. However, rumour detection faces tight latency bounds, which…

Kyle (1985) proposes two types of rumors: informed rumors which are based on some private information and uninformed rumors which are not based on any information (i.e. bluffing). Also, prior studies find that when people have credible…

计算与语言 · 计算机科学 2023-12-07 Alex Kim , Sangwon Yoon

The diffusion of rumors on microblogs generally follows a propagation tree structure, that provides valuable clues on how an original message is transmitted and responded by users over time. Recent studies reveal that rumor detection and…

计算与语言 · 计算机科学 2022-04-28 Ruichao Yang , Jing Ma , Hongzhan Lin , Wei Gao

The role of social media in opinion formation has far-reaching implications in all spheres of society. Though social media provide platforms for expressing news and views, it is hard to control the quality of posts due to the sheer volumes…

机器学习 · 计算机科学 2021-09-08 Rini Anggrainingsih , Ghulam Mubashar Hassan , Amitava Datta

In recent years people have become increasingly reliant on social media to read news and get information, and some social media users post unsubstantiated information to gain attention. Such information is known as rumours. Nowadays, rumour…

计算与语言 · 计算机科学 2023-04-05 Yaohou Fan

Breaking news leads to situations of fast-paced reporting in social media, producing all kinds of updates related to news stories, albeit with the caveat that some of those early updates tend to be rumours, i.e., information with an…

计算与语言 · 计算机科学 2016-10-25 Arkaitz Zubiaga , Maria Liakata , Rob Procter

Rumour stance classification, the task that determines if each tweet in a collection discussing a rumour is supporting, denying, questioning or simply commenting on the rumour, has been attracting substantial interest. Here we introduce a…

计算与语言 · 计算机科学 2016-10-12 Arkaitz Zubiaga , Elena Kochkina , Maria Liakata , Rob Procter , Michal Lukasik

The development of social media platforms has revolutionized the speed and manner in which information is disseminated, leading to both beneficial and detrimental effects on society. While these platforms facilitate rapid communication,…

社会与信息网络 · 计算机科学 2025-03-04 Liu Yan , Liu Yunpeng , Zhao Liang

Social networks are the major routes for most individuals to exchange their opinions about new products, social trends and political issues via their interactions. It is often of significant importance to figure out who initially diffuses…

社会与信息网络 · 计算机科学 2020-10-27 Jaeyoung Choi , Sangwoo Moon , Jiin Woo , Kyunghwan Son , Jinwoo Shin , Yung Yi

With the development of social media, social communication has changed. While this facilitates people's communication and access to information, it also provides an ideal platform for spreading rumors. In normal or critical situations,…

计算与语言 · 计算机科学 2022-08-30 Shiwen Ni , Jiawen Li , Hung-Yu Kao

Social media platforms such as Twitter have become a breeding ground for unverified information or rumors. These rumors can threaten people's health, endanger the economy, and affect the stability of a country. Many researchers have…

计算与语言 · 计算机科学 2020-12-15 Yudianto Sujana , Jiawen Li , Hung-Yu Kao

As breaking news unfolds people increasingly rely on social media to stay abreast of the latest updates. The use of social media in such situations comes with the caveat that new information being released piecemeal may encourage rumours,…

社会与信息网络 · 计算机科学 2016-04-27 Arkaitz Zubiaga , Maria Liakata , Rob Procter , Geraldine Wong Sak Hoi , Peter Tolmie

To manage the rumors in social media to reduce the harm of rumors in society. Many studies used methods of deep learning to detect rumors in open networks. To comprehensively sort out the research status of rumor detection from multiple…

计算机与社会 · 计算机科学 2022-04-26 Li Tan , Ge Wang , Feiyang Jia , Xiaofeng Lian

While social networks can provide an ideal platform for up-to-date information from individuals across the world, it has also proved to be a place where rumours fester and accidental or deliberate misinformation often emerges. In this…

The rapid proliferation of rumors on social networks poses a significant threat to information integrity. While rumor dissemination forms complex structural patterns, existing detection methods often fail to capture the intricate interplay…

社会与信息网络 · 计算机科学 2026-03-24 Jiran Tao , Cheng Wang , Binyan Jiang