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Twitter bot detection has become an increasingly important task to combat misinformation, facilitate social media moderation, and preserve the integrity of the online discourse. State-of-the-art bot detection methods generally leverage the…

For more than a decade now, academicians and online platform administrators have been studying solutions to the problem of bot detection. Bots are computer algorithms whose use is far from being benign: malicious bots are purposely created…

密码学与安全 · 计算机科学 2025-06-25 Rocco De Nicola , Marinella Petrocchi , Manuel Pratelli

Twitter bot detection is vital in combating misinformation and safeguarding the integrity of social media discourse. While malicious bots are becoming more and more sophisticated and personalized, standard bot detection approaches are still…

社会与信息网络 · 计算机科学 2023-10-20 Zhaoxuan Tan , Shangbin Feng , Melanie Sclar , Herun Wan , Minnan Luo , Yejin Choi , Yulia Tsvetkov

Increasing evidence suggests that a growing amount of social media content is generated by autonomous entities known as social bots. In this work we present a framework to detect such entities on Twitter. We leverage more than a thousand…

社会与信息网络 · 计算机科学 2017-03-28 Onur Varol , Emilio Ferrara , Clayton A. Davis , Filippo Menczer , Alessandro Flammini

The popularity of social media platforms such as Twitter has led to the proliferation of automated bots, creating both opportunities and challenges in information dissemination, user engagements, and quality of services. Past works on…

社会与信息网络 · 计算机科学 2018-05-14 Richard Jayadi Oentaryo , Arinto Murdopo , Philips Kokoh Prasetyo , Ee-Peng Lim

Social media platforms can expose influential trends in many aspects of everyday life. However, the movements they represent can be contaminated by disinformation. Social bots are one of the significant sources of disinformation in social…

机器学习 · 计算机科学 2022-03-14 Maryam Heidari , James H Jr Jones , Ozlem Uzuner

Detecting Twitter Bots is crucial for maintaining the integrity of online discourse, safeguarding democratic processes, and preventing the spread of malicious propaganda. However, advanced Twitter Bots today often employ sophisticated…

社会与信息网络 · 计算机科学 2024-08-07 Jibing Gong , Jiquan Peng , Jin Qu , ShuYing Du , Kaiyu Wang

Efficient and reliable social bot classification is crucial for detecting information manipulation on social media. Despite rapid development, state-of-the-art bot detection models still face generalization and scalability challenges, which…

计算机与社会 · 计算机科学 2020-06-05 Kai-Cheng Yang , Onur Varol , Pik-Mai Hui , Filippo Menczer

Online Social Media represent a pervasive source of information able to reach a huge audience. Sadly, recent studies show how online social bots (automated, often malicious accounts, populating social networks and mimicking genuine users)…

社会与信息网络 · 计算机科学 2019-09-10 Alessandro Balestrucci , Rocco De Nicola , Marinella Petrocchi , Catia Trubiani

With the increasing use of social media data for health-related research, the credibility of the information from this source has been questioned as the posts may originate from automated accounts or "bots". While automatic bot detection…

计算与语言 · 计算机科学 2019-10-01 Anahita Davoudi , Ari Z. Klein , Abeed Sarker , Graciela Gonzalez-Hernandez

Despite rapid development, current bot detection models still face challenges in dealing with incomplete data and cross-platform applications. In this paper, we propose BotBuster, a social bot detector built with the concept of a mixture of…

社会与信息网络 · 计算机科学 2022-07-28 Lynnette Hui Xian Ng , Kathleen M. Carley

Although not all bots are malicious, the vast majority of them are responsible for spreading misinformation and manipulating the public opinion about several issues, i.e., elections and many more. Therefore, the early detection of bots is…

计算与语言 · 计算机科学 2024-07-31 Loukas Ilias , Ioannis Michail Kazelidis , Dimitris Askounis

Twitter bot detection has become a crucial task in efforts to combat online misinformation, mitigate election interference, and curb malicious propaganda. However, advanced Twitter bots often attempt to mimic the characteristics of genuine…

社会与信息网络 · 计算机科学 2023-04-26 Yuhan Liu , Zhaoxuan Tan , Heng Wang , Shangbin Feng , Qinghua Zheng , Minnan Luo

Recent research has shown a substantial active presence of bots in online social networks (OSNs). In this paper we utilise our past work on studying bots (Stweeler) to comparatively analyse the usage and impact of bots and humans on…

社会与信息网络 · 计算机科学 2017-05-17 Zafar Gilani , Reza Farahbakhsh , Gareth Tyson , Liang Wang , Jon Crowcroft

Twitter has become a major social media platform since its launching in 2006, while complaints about bot accounts have increased recently. Although extensive research efforts have been made, the state-of-the-art bot detection methods fall…

社会与信息网络 · 计算机科学 2021-08-30 Shangbin Feng , Herun Wan , Ningnan Wang , Jundong Li , Minnan Luo

The characterization and detection of bots with their presumed ability to manipulate society on social media platforms have been subject to many research endeavors over the last decade. In the absence of ground truth data (i.e., accounts…

社会与信息网络 · 计算机科学 2024-04-02 Dennis Assenmacher , Leon Fröhling , Claudia Wagner

The idea that social media platforms like Twitter are inhabited by vast numbers of social bots has become widely accepted in recent years. Social bots are assumed to be automated social media accounts operated by malicious actors with the…

社会与信息网络 · 计算机科学 2022-07-26 Florian Gallwitz , Michael Kreil

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

Twitter is one of the most popular social networks attracting millions of users, while a considerable proportion of online discourse is captured. It provides a simple usage framework with short messages and an efficient application…

社会与信息网络 · 计算机科学 2023-05-29 Alexander Shevtsov , Christos Tzagkarakis , Despoina Antonakaki , Sotiris Ioannidis

Botnets in online social networks are increasingly often affecting the regular flow of discussion, attacking regular users and their posts, spamming them with irrelevant or offensive content, and even manipulating the popularity of messages…

密码学与安全 · 计算机科学 2018-09-27 Juan Echeverría , Emiliano De Cristofaro , Nicolas Kourtellis , Ilias Leontiadis , Gianluca Stringhini , Shi Zhou
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