Naik, D. G. J. (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), pp. 1583–1592. doi: 10.51483/IJAIML.6.11s.2026.1583-1592.