Cheng Guo (Clemson University), Kelly Caine (Clemson University)

Social media platforms (SMPs) facilitate information sharing across varying levels of sensitivity. A crucial design decision for SMP administrators is the platform’s identity policy, with some opting for real-name systems while others allow anonymous participation. Content moderation on these platforms is conducted by both humans and automated bots. This paper examines the relationship between anonymity, specifically through the use of “throwaway” accounts, and the extent and nature of content moderation on Reddit. Our findings indicate that content originating from anonymous throwaway accounts is more likely to violate rules on Reddit. Thus, they are more likely to be removed by moderation than standard pseudonymous accounts. However, the moderation actions applied to throwaway accounts are consistent with those applied to ordinary accounts, suggesting that the use of anonymous accounts does not necessarily necessitate increased human moderation. We conclude by discussing the implications of these findings for identity policies and content moderation strategies on SMPs.

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Lingzhi Wang (Northwestern University), Xiangmin Shen (Northwestern University), Weijian Li (Northwestern University), Zhenyuan LI (Zhejiang University), R. Sekar (Stony Brook University), Han Liu (Northwestern University), Yan Chen (Northwestern University)

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Diffence: Fencing Membership Privacy With Diffusion Models

Yuefeng Peng (University of Massachusetts Amherst), Ali Naseh (University of Massachusetts Amherst), Amir Houmansadr (University of Massachusetts Amherst)

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L Yasmeen Abdrabou (Lancaster University), Mariam Hassib (Fortiss Research Institute of the Free State of Bavaria), Shuqin Hu (LMU Munich), Ken Pfeuffer (Aarhus University), Mohamed Khamis (University of Glasgow), Andreas Bulling (University of Stuttgart), Florian Alt (University of the Bundeswehr Munich)

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