AI Model Threats: Dell Warns of Emerging Risks and Security Measures
As Artificial Intelligence (AI) becomes integral to businesses, protecting AI models is now a critical concern. Dell Technologies and cybersecurity experts warn of emerging threats targeting AI models themselves.
AI's integration into business-critical processes necessitates a comprehensive security concept. Dell Technologies advises protecting AI models by validating and purifying training and input data, implementing guardrails to monitor inputs and outputs, continuously monitoring models, and securing the entire supply chain for hardware and software.
Cybercriminals exploit AI model vulnerabilities using tactics such as model theft, data poisoning, model inversion, perturbation attacks, prompt injection, rewards hacking, DoS and DDoS attacks, and supply chain compromise. To counter these threats, companies must collaborate with cybersecurity experts, AI safety researchers, compliance officers, and human-machine interaction specialists. This involves coordinated vulnerability assessments, secure agent management, enforcing least privilege governance, ensuring transparency in AI decision-making, and regular employee training on new AI threats.
In response to the growing risk of attackers targeting AI models, businesses must prioritize robust security mechanisms. By collaborating with experts and implementing recommended protection measures, companies can safeguard their AI models and maintain business continuity in the face of evolving cyber threats.
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