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 language | English |
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Title of host publication | ACM AsiaCCS 2024 |
Subtitle of host publication | proceedings of the 19th ACM Asia Conference on Computer and Communications Security |
Place of Publication | New York |
Publisher | Association for Computing Machinery |
Pages | 1784-1800 |
Number of pages | 17 |
ISBN (Electronic) | 9798400704826 |
DOIs | |
Publication status | Published - 2024 |
Event | 19th ACM Asia Conference on Computer and Communications Security, AsiaCCS 2024 - Singapore, Singapore Duration: 1 Jul 2024 → 5 Jul 2024 |
Conference
Conference | 19th ACM Asia Conference on Computer and Communications Security, AsiaCCS 2024 |
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Country/Territory | Singapore |
City | Singapore |
Period | 1/07/24 → 5/07/24 |
Keywords
- Social Media Manipulation
- False Information
- Bots
- User Psychology
- Online Social Networks (OSN)
- OSN Safety