Understanding Generative AI Architectures: A comprehensive Overview and Classification
Authors/Creators
Description
Generative Artificial Intelligence (Generative AI) encompasses a diverse set of architectures and models that enable machines to create new data samples that resemble real-world examples. This white paper provides a comprehensive overview of Generative AI architectures, categorizing them into distinct classes based on their underlying principles, structures, and applications. By exploring the various Generative AI architectures, readers will gain insights into the state-of-the-art techniques and their potential applications across different domains.
Files
EJAET-10-12-21-23.pdf
Files
(115.2 kB)
| Name | Size | Download all |
|---|---|---|
|
md5:4b55f177c46de3167c33add202e1ab56
|
115.2 kB | Preview Download |
Additional details
References
- [1]. Z. Epstein, A. Hertzmann, L. Herman, R. Mahari, M. R. Frank, M. Groh, H. Schroeder, A. Smith, M. Akten, J. Fjeld, H. Farid, N. Leach, A. Pentland, and O. Russakovsky, "Art and the science of generative AI: A deeper dive," arXiv:2306.04141 [cs.AI], June 7, 2023. [Online]. Available: https://doi.org/10.48550/arXiv.2306.04141.
- [2]. A. Creswell, T. White, V. Dumoulin, K. Arulkumaran, B. Sengupta and A. A. Bharath, "Generative Adversarial Networks: An Overview," in IEEE Signal Processing Magazine, vol. 35, no. 1, pp. 53-65, Jan. 2018, doi: 10.1109/MSP.2017.2765202.
- [3]. Y. Hong, U. Hwang, J. Yoo, and S. Yoon, "How Generative Adversarial Networks and Their Variants Work: An Overview of GAN," arXiv:1711.05914 [cs.LG], submitted on Nov. 16, 2017, revised Jul. 27, 2018 (this version, v7), latest version Feb. 28, 2019 (v10). [Online]. Available: https://doi.org/10.48550/arXiv.1711.05914.
- [4]. S. Bengesi, H. El-Sayed, M. K. Sarker, Y. Houkpati, J. Irungu, and T. Oladunni, "Advancements in Generative AI: A Comprehensive Review of GANs, GPT, Autoencoders, Diffusion Model, and Transformers," arXiv:2311.10242 [cs.LG], Nov. 17, 2023, revised Nov. 21, 2023 (this version, v2). [Online]. Available: https://doi.org/10.48550/arXiv.2311.10242.
- [5]. R. Gozalo-Brizuela and E. C. Garrido-Merchán, "A survey of Generative AI Applications," arXiv:2306.02781 [cs.LG], June 5, 2023, revised June 14, 2023 (this version, v2). [Online]. Available: https://doi.org/10.48550/arXiv.2306.02781.