2026. FreeMatch-PG: A Lightweight Semi-supervised Learning Framework for IoT Device Identification. Journal of Computer Science and Frontier Technologies. 2, 3 (Feb. 2026), 1–18. DOI:https://doi.org/10.63313/JCSFT.9044.