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This chapter explores the key security challenges, ethical considerations, and future research directions in the secure AI. It examines challenges related to AI algorithms, data integrity, and applications, highlighting security and reliability vulnerabilities. Ethical concerns are classified across individual, societal, and environmental levels, emphasizing the broader implications of AI deployment. The chapter also discusses security challenges across different stages of the AI system lifecycle. Finally, it outlines future research directions, including adversarial attack transferability, evaluating the robustness of defense mechanisms, and emerging threats.

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AI Security Challenges, Opportunities and Future Work

  • 章节

  • 发表日期：

    2025年

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  • Dilli Prasad Sharma,
  • Arash Habibi Lashkari,
  • Mahdi Daghmehchi Firoozjaei,
  • Samaneh Mahdavifar,
  • Pulei Xiong

摘要

This chapter explores the key security challenges, ethical considerations, and future research directions in the secure AI. It examines challenges related to AI algorithms, data integrity, and applications, highlighting security and reliability vulnerabilities. Ethical concerns are classified across individual, societal, and environmental levels, emphasizing the broader implications of AI deployment. The chapter also discusses security challenges across different stages of the AI system lifecycle. Finally, it outlines future research directions, including adversarial attack transferability, evaluating the robustness of defense mechanisms, and emerging threats.