The rapid increase in cyber threats, coupled with increasingly sophisticated attack strategies and the exponential growth of data in recent years, has exposed significant limitations in classical machine learning, rule‐based, and signature‐based defense mechanisms. These approaches are often unable to scale or ad...
Siva Sai, Ishika Goyal, Shubham Sharma et al.· Software, Practice & Experie...· 7 citations
This article comprehensively analyzes GPAI systems, focusing on their architectural foundations, current applications, and key limitations, and summarizes promising research directions in data-efficient learning, sim-to-real transfer, edge-compatible architectures, and safety frameworks.
Satyam Gaba, Krutiksinh Rana, Siva Sai et al.· IEEE Internet of Things Jour...· 6 citations· ⚡1
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