Challenges in Regulating and Prosecuting AI Model Poisoning as Cybercrime

AllahRakha, Naeem

The Uzbek Journal of Law and Digital Policy (UJLDP) · 2025-yil

Annotatsiya

This research examines the critical challenges confronting legal systems in regulating and prosecuting AI model poisoning as cybercrime. Through qualitative doctrinal analysis and comprehensive document review, the study evaluates international legal frameworks addressing AI poisoning, explores prosecution difficulties including proving intent and establishing liability, and assesses regulatory roles in preventing incidents. Findings reveal significant gaps in existing cybercrime statutes that fail to recognize AI poisoning as distinct offenses, creating uncertainty for law enforcement. The automated nature of machine learning obscures causation chains, making liability determinations nearly impossible under traditional legal principles. Cross-border enforcement fails because international agreements like the Budapest Convention lack specific provisions for AI attacks spanning multiple jurisdictions. Courts operate without precedents, forcing reliance on inadequate analogies to conventional cybercrimes. The research recommends enacting comprehensive legislation explicitly criminalizing AI poisoning, updating international treaties to facilitate cooperation, establishing mandatory security standards for high-risk systems, and developing specialized forensic capabilities within law enforcement agencies to address these emerging technological threats effectively.

Maqola ma’lumotlari
MualliflarAllahRakha, Naeem
JurnalThe Uzbek Journal of Law and Digital Policy (UJLDP)
NashriyotТошкент давлат юридик университети
Nashr sanasi2025-12-30
Jild3
Son6
Betlar28–51
TilIngliz
Ilmiy sohaYuridik
DOI10.59022/ujldp.472
Indeksga qo‘shilgan2026-08-26

Kalit so‘zlar

AI Model Poisoning, Cybercrimes, Prosecution, Legal Frameworks, Algorithmic Manipulation

Ilmiy soha

Iqtibos keltirish

APAAllahRakha, Naeem (2025). Challenges in Regulating and Prosecuting AI Model Poisoning as Cybercrime. The Uzbek Journal of Law and Digital Policy (UJLDP), 3(6), 28–51. https://doi.org/10.59022/ujldp.472
GOST (OAK)AllahRakha, Naeem Challenges in Regulating and Prosecuting AI Model Poisoning as Cybercrime // The Uzbek Journal of Law and Digital Policy (UJLDP). – 2025. – T. 3, № 6. – P. 28–51. – DOI: 10.59022/ujldp.472.
MLAAllahRakha, Naeem. “Challenges in Regulating and Prosecuting AI Model Poisoning as Cybercrime.” The Uzbek Journal of Law and Digital Policy (UJLDP), 3(6), 28–51, 2025. https://doi.org/10.59022/ujldp.472
ChicagoAllahRakha, Naeem. “Challenges in Regulating and Prosecuting AI Model Poisoning as Cybercrime.” The Uzbek Journal of Law and Digital Policy (UJLDP), 3(6), 28–51 (2025). https://doi.org/10.59022/ujldp.472
HarvardAllahRakha, Naeem (2025) ‘Challenges in Regulating and Prosecuting AI Model Poisoning as Cybercrime’, The Uzbek Journal of Law and Digital Policy (UJLDP), 3(6), 28–51. https://doi.org/10.59022/ujldp.472
BibTeX
@article{allahrakhanaeem2025,
  title = {Challenges in Regulating and Prosecuting AI Model Poisoning as Cybercrime},
  author = {AllahRakha, Naeem},
  journal = {The Uzbek Journal of Law and Digital Policy (UJLDP)},
  year = {2025},
  volume = {3},
  number = {6},
  pages = {28–51},
  doi = {10.59022/ujldp.472},
  url = {https://doi.org/10.59022/ujldp.472}
}

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