Naik, D. G. J., Srinivas, D. B., Ramesh, D. A., Amrutha, Y., Khan, D. M. S., & Ramesh, V. (2026). 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, 6(11s), 1583–1592. https://doi.org/10.51483/IJAIML.6.11s.2026.1583-1592