Gao, X. 2025. Toward Real-Time and Efficient Edge Intelligence: Advances and Challenges in Lightweight Machine Learning. Science and Technology of Engineering, Chemistry and Environmental Protection. 3, 4 (Aug. 2025), 10332. DOI:https://doi.org/10.61173/bwn0ez36.