Generative Artificial Intelligence for Next-Generation Security Paradigms

3Cognitive Firewalls: Reinventing Cybersecurity through Generative Models

Ramandeep Kaur¹* and Santosh Kumar Srivastava²

¹Department of CSE, Galgotias College of Engineering & Technology, Greater Noida, Uttar Pradesh, India

²Department of CSE-AIML, GL Bajaj Institute of Technology and Management, Greater Noida, Uttar Pradesh, India

Abstract

This chapter dives into the transformative effect of generative AI on cybersecurity, highlighting its significant part in improving risk location and reaction instruments. With the exponential development of cyber dangers, conventional strategies are progressively lacking. Generative AI, leveraging progressed machine learning technique with Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), and more offers strong arrangements for distinguishing and relieving advanced cyber-attacks. The chapter investigates key procedures for peculiarity location, counting autoencoders and GANs, and talks about their real-time applications in arrange activity observing, malware discovery, and phishing anticipation. Accentuation is set on the significance of information security, show interpretability, and administrative compliance within the compelling arrangement of AI-driven cybersecurity arrangements. Through a comprehensive examination of execution measurements and assessment strategies, the chapter gives experiences into the down-to-earth usage and nonstop advancement of AI models. The concluding areas extend future patterns, underscoring ...