SECSEC-001 — Model Security Vulnerabilities
Generative AI Enables Student Plagiarism in Education Settings
3/5Sector: EducationGeography: GlobalStage: OperateIngested: —
Executive Summary
Generative AI models allow students to reproduce or closely replicate existing work, whether deliberately or without awareness of the boundary. Institutions face regulatory exposure under academic integrity frameworks and reputational risk if detection and disclosure policies are not updated.
Domain
Security & Privacy
Blindspots in model security, data poisoning, privacy leakage, infrastructure, model theft, and incident response.
Source
MIT AI Risk Repository — AI Risk Atlas (IBM2025) ↗https://airisk.mit.edu/
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