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This paper presents SYBILGAT, a novel approach to Sybil detection in social networks using Graph Attention Networks (GATs). Traditional methods for Sybil detection primarily leverage structural properties of networks; however, they tend to…

Social and Information Networks · Computer Science 2024-09-16 Stuart Heeb , Andreas Plesner , Roger Wattenhofer

We investigate the problem of sybil (fake account) detection in social networks from a graph algorithms perspective, where graph structural information is used to classify users as sybil and benign. We introduce the novel notion of user…

Social and Information Networks · Computer Science 2025-01-29 Ali Safarpoor Dehkordi , Ahad N. Zehmakan

Detecting and suspending fake accounts (Sybils) in online social networking (OSN) services protects both OSN operators and OSN users from illegal exploitation. Existing social-graph-based defense schemes effectively bound the accepted…

Social and Information Networks · Computer Science 2013-04-16 Qiang Cao , Xiaowei Yang

As popular tools for spreading spam and malware, Sybils (or fake accounts) pose a serious threat to online communities such as Online Social Networks (OSNs). Today, sophisticated attackers are creating realistic Sybils that effectively…

Social and Information Networks · Computer Science 2015-03-20 Gang Wang , Manish Mohanlal , Christo Wilson , Xiao Wang , Miriam Metzger , Haitao Zheng , Ben Y. Zhao

In this paper, we study the problem of early detection of fake user accounts on social networks based solely on their network connectivity with other users. Removing such accounts is a core task for maintaining the integrity of social…

Social and Information Networks · Computer Science 2020-04-13 Adam Breuer , Roee Eilat , Udi Weinsberg

Sybil attacks are becoming increasingly widespread, and pose a significant threat to online social systems; a single adversary can inject multiple colluding identities in the system to compromise security and privacy. Recent works have…

Social and Information Networks · Computer Science 2018-03-29 Peng Gao , Neil Zhenqiang Gong , Sanjeev Kulkarni , Kurt Thomas , Prateek Mittal

Sybil attacks are a fundamental threat to the security of distributed systems. Recently, there has been a growing interest in leveraging social networks to mitigate Sybil attacks. However, the existing approaches suffer from one or more…

Cryptography and Security · Computer Science 2016-11-17 Neil Zhenqiang Gong , Mario Frank , Prateek Mittal

Sybil accounts are fake identities created to unfairly increase the power or resources of a single malicious user. Researchers have long known about the existence of Sybil accounts in online communities such as file-sharing systems, but…

Social and Information Networks · Computer Science 2015-03-19 Zhi Yang , Christo Wilson , Xiao Wang , Tingting Gao , Ben Y. Zhao , Yafei Dai

Sybil attacks are becoming increasingly widespread and pose a significant threat to online social systems; a single adversary can inject multiple colluding identities in the system to compromise security and privacy. Recent works have…

Cryptography and Security · Computer Science 2018-06-08 Peng Gao , Binghui Wang , Neil Zhenqiang Gong , Sanjeev R. Kulkarni , Kurt Thomas , Prateek Mittal

Sybil detection in social networks is a basic security research problem. Structure-based methods have been shown to be promising at detecting Sybils. Existing structure-based methods can be classified into Random Walk (RW)-based methods and…

Cryptography and Security · Computer Science 2020-05-28 Binghui Wang , Jinyuan Jia , Le Zhang , Neil Zhenqiang Gong

Detecting fake users (also called Sybils) in online social networks is a basic security research problem. State-of-the-art approaches rely on a large amount of manually labeled users as a training set. These approaches suffer from three key…

Cryptography and Security · Computer Science 2018-06-14 Binghui Wang , Le Zhang , Neil Zhenqiang Gong

Internet of things (IoT) connects all items to the Internet through information-sensing devices to exchange information for intelligent identification and management. Sybil attack is a famous and crippling attack in IoT. Most of the…

Cryptography and Security · Computer Science 2022-04-26 Manli Yuan , Liwei Lin , Zhengyu Wu , Xiucai Ye

Vehicular communications play a substantial role in providing safety transportation by means of safety message exchange. Researchers have proposed several solutions for securing safety messages. Protocols based on a fixed key infrastructure…

Cryptography and Security · Computer Science 2011-12-13 Mina Rahbari , Mohammad Ali Jabreil Jamali

Characterizing large online social networks (OSNs) through node querying is a challenging task. OSNs often impose severe constraints on the query rate, hence limiting the sample size to a small fraction of the total network. Various ad-hoc…

Social and Information Networks · Computer Science 2013-11-14 Pinghui Wang , Bruno Ribeiro , Junzhou Zhao , John C. S. Lui , Don Towsley , Xiaohong Guan

Ad hoc networks is vulnerable to numerous number of attacks due to its infrastructure-less nature, one of these attacks is the Sybil attack. Sybil attack is a severe attack on vehicular ad hoc networks (VANET) in which the intruder…

Networking and Internet Architecture · Computer Science 2019-05-10 Salam Hamdan , Amjad Hudaib , Arafat Awajan

In this paper, we address the challenge of discovering hidden nodes in unknown social networks, formulating three types of hidden-node discovery problems, namely, Sybil-node discovery, peripheral-node discovery, and influencer discovery. We…

Social and Information Networks · Computer Science 2025-07-01 Sho Tsugawa , Hiroyuki Ohsaki

This paper addresses active re-identification attacks in the context of privacy-preserving social graph publication. Active attacks are those where the adversary can leverage fake accounts, a.k.a. sybil nodes, to enforce structural patterns…

Social and Information Networks · Computer Science 2020-07-13 Sjouke Mauw , Yunior Ramírez-Cruz , Rolando Trujillo-Rasua

Nowadays, Online Social Networks are popular websites on the internet, which millions of users register on and share their own personal information with others. Privacy threats and disclosing personal information are the most important…

Social and Information Networks · Computer Science 2014-03-11 Morteza Yousefi Kharaji , Fatemeh Salehi Rizi

Given the reach of web platforms, bad actors have considerable incentives to manipulate and defraud users at the expense of platform integrity. This has spurred research in numerous suspicious behavior detection tasks, including detection…

Social and Information Networks · Computer Science 2020-05-19 Hamed Nilforoshan , Neil Shah

Online Social Networks (OSNs), such as Facebook, provide users with tools to share information along with a set of privacy controls preferences to regulate the spread of information. Current privacy controls are efficient to protect content…

Social and Information Networks · Computer Science 2016-11-22 Giuseppe Cascavilla , Filipe Beato , Andrea Burattin , Mauro Conti , Luigi Vincenzo Mancini
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