NAIK, Dr. G. Jagan; SRINIVAS, Dr. Burla; RAMESH, Dr. A.; AMRUTHA, Y; KHAN, Dr. Mohammad Shahbaz; RAMESH, Vankudoth. Efficient Reasoning at the Edge: A Systematic Review of Small Reasoning Models, Test-Time Scaling, Quantization, and Energy-Aware AI Inference. International Journal of Artificial Intelligence and Machine Learning, [S. l.], v. 6, n. 11s, p. 1583–1592, 2026. DOI: 10.51483/IJAIML.6.11s.2026.1583-1592. Disponível em: https://svedbergopen.com/index.php/ijaiml/article/view/2317. Acesso em: 6 oct. 2026.