From Attention to Dialogue: Does Audience Engagement Reinforce Constructive Cross-Party Communication?
2026-03-24T08:52:23Z•c24689389b19e85a6bdb3e4431afac3c4257358833bd20b40d5c72c9cf780e2d
AI-safetyLLMsOOD-detectionaudience-engagementcybercrimedark-jargondisinformationgraph-MLinformation-diffusionlink-deletionmodel-robustnessmoral-assistantmultilingual-analysisnetwork-scalingplatform-auditpolitical-polarizationsocial-mediathreat-intelligencetiktokunderground-forumsyoutube
What happened
Collection of recent research (arXiv, Mar 24 2026) covering social-media dynamics, platform auditing, underground forums, and ML methods with security-relevant implications. Highlights include: empirical audits of TikTok personalization and YouTube comment dynamics showing algorithmic steering and asymmetric rewards for hostile cross-cutting attacks; evaluation showing link-deletion is a limited mitigation for information diffusion; analysis of a long-running Russian–English invite-only underground forum using unsupervised topic/clustering to surface language-bound ‘dark jargon’ and sub-commun
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_si
- Record identifier
- c24689389b19e85a6bdb3e4431afac3c4257358833bd20b40d5c72c9cf780e2d
- Enrichment time
- 2026-03-24T08:52:23Z
- AI-assisted enrichment
- Yes
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