From Attention to Dialogue: Does Audience Engagement Reinforce Constructive Cross-Party Communication?

2026-03-24T08:52:23Zc24689389b19e85a6bdb3e4431afac3c4257358833bd20b40d5c72c9cf780e2d
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

This record may overlap with other records. Its enrichment can be incomplete or wrong, and machine assistance was used. Validate consequential decisions against the linked source and your own environment.