Introduction to Generative Artificial Intelligence

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Authors: Ch Raja Ramesh, P. Muralidhar, K. M. V. Madan Kumar, B. Srinu, G. Raja Vikram, Rakesh Nayak
Cited by: 1
References: 13

Abstract

“Generative AI” is a subpart of artificial intelligence that creates new content similar to the data it was trained on instead of just interpreting and evaluating preexisting information. Unlike the outmoded Artificial Intelligence systems that are designed for specific tasks, Generative Artificial Intelligence (GAI) system models can produce novel products across various areas or domains, such as images, text, music, and more. At the core of generative AI are generative models, which learn the underlying patterns and structures of the training data and then use that knowledge to generate new samples. GAI has several applications across different types of domains, such as image generation, Video cohort and NLP etc. Many models have been implicated in applications like the entertainment industry, virtual reality, and generative models like Open AI's GPT (Generative Pre-Trained Transformer) series can generate intelligible and contextually relevant text based on the provided input. Such models have applications in content generation, dialogue systems, and language translation. However, GAI also raises moral concerns; generated materials are prospectively misused. Example, images which are fake and streaming videos created by Artificial Intelligence could be used for dishonest purposes, leading to manipulation and misinformation of data. Researchers and policymakers are actively working to address these concerns by developing detection techniques and promoting responsible use of generative technology. ChatGPT uses to ascertain the most suitable answer for a particular command, hence enhancing the accuracy and dependability of the model over time. With this method, ChatGPT can comprehend human preferences in lengthy conversations more effectively. Chatbots by generative AI can work round the clock with uninterrupted services. Generative AI behaves like augmented human agents. Despite of series of hypes surrounding artificial intelligence, even the attackers appear to agree that ChatGPT's release represents a sea change. With the help of its most recent broad language model, Open AI's Chatbot can compose essays, poetry, and jokes that seem to have been written by a person. Say a few expressions to prompt ChatGPT, and love poems in the style of Yelp reviews or Nick Cave-inspired song lyrics emerge. It encompasses several techniques, including generative adversarial networks (GANs), vibrational auto encoders (VAEs), and autoregressive models.

Publication details

Journal / source
Generative Artificial Intelligence for Next‐Generation Security Paradigms
Publisher
Wiley
Pages
1–24
Publication date
16 January 2026
Language
EN