SoK: false information, bots and malicious campaigns: demystifying elements of social media manipulations

Mohammad Majid Akhtar, Rahat Masood, Muhammad Ikram, Salil S. Kanhere

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionpeer-review

2 Citations (Scopus)

Abstract

The rapid spread of false information and persistent manipulation attacks on online social networks (OSNs), often for political, ideological, or financial gain, has affected the openness of OSNs. While researchers from various disciplines have investigated different manipulation-triggering elements of OSNs (such as understanding information diffusion on OSNs or detecting automated behavior of accounts), these works have not been consolidated to present a comprehensive overview of the interconnections among these elements. Notably, user psychology, the prevalence of bots, and their tactics concerning false information detection have been overlooked in previous research. 

To address this research gap, this paper synthesizes insights from various disciplines to provide a comprehensive analysis of the manipulation landscape. By integrating the primary elements of social media manipulation (SMM), including false information, bots, and malicious campaigns, we extensively examine each SMM element. Through a systematic investigation of prior research, we identify commonalities, highlight existing gaps, and extract valuable insights in the field. 

Our findings underscore the urgent need for interdisciplinary research to effectively combat social media manipulations, and our systematization can guide future research efforts and assist OSN providers in ensuring the safety and integrity of their platforms.

Original languageEnglish
Title of host publicationACM AsiaCCS 2024
Subtitle of host publicationproceedings of the 19th ACM Asia Conference on Computer and Communications Security
Place of PublicationNew York
PublisherAssociation for Computing Machinery
Pages1784-1800
Number of pages17
ISBN (Electronic)9798400704826
DOIs
Publication statusPublished - 2024
Event19th ACM Asia Conference on Computer and Communications Security, AsiaCCS 2024 - Singapore, Singapore
Duration: 1 Jul 20245 Jul 2024

Conference

Conference19th ACM Asia Conference on Computer and Communications Security, AsiaCCS 2024
Country/TerritorySingapore
CitySingapore
Period1/07/245/07/24

Keywords

  • Social Media Manipulation
  • False Information
  • Bots
  • User Psychology
  • Online Social Networks (OSN)
  • OSN Safety

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