Exploring the Mathematical Foundations of Generative AI Models: VAEs, GANs, Transformers, and DMs

Generative Artificial Intelligence (GAI) has rapidly advanced, revolutionizing content creation across diverse domains, including text, image, audio, and video synthesis. Generative models, including Transformers, Variational Autoencoders (VAEs), D<sc>iffusion</sc> Models, and Generative Adversarial...

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Autors principals:	Sivarama Prasad Tera, Chinthaginjala V. Ravikumar, Priya Natha, Giovanni Pau
Format:	Artigo
Idioma:	Inglês
Publicat:	IEEE 2025-01-01
Col·lecció:	IEEE Access
Matèries:	Generative artificial intelligence (GAI) variational autoencoders (VAEs) transformers diffusion models generative adversarial networks (GANs) mathematical foundations
Accés en línia:	https://ieeexplore.ieee.org/document/11314111/
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