This page provides the security targets of negative impacts “Economic loss caused by AI use for plagiarism” in the external influence aspect in the AI Security Map, as well as the attacks and factors that cause them, and the corresponding defense methods and countermeasures.
Security target
- Non-consumer
Attack or cause
- Confidentiality breach
- Integrity violation
- Degradation of controllability
Defensive method or countermeasure
- Education and follow-up
- Watermarking for generative AI
- Identification of AI-generated output
References
Education and follow-up
- What Students Can Learn About Artificial Intelligence — Recommendations for K-12 Computing Education, 2022
- Learning to Prompt in the Classroom to Understand AI Limits: A pilot study, 2023
- Evaluating the Effectiveness of LLMs in Introductory Computer Science Education: A Semester-Long Field Study, 2024
- The Essentials of AI for Life and Society: An AI Literacy Course for the University Community, 2025