Scaling down, Powering up: A Survey on the Advancements of Small Vision-Language Models. - Sheikh Iftekhar Ahmed; Muhammad Zubair Hasan; Abrar Jahin Niloy; Syed Mostofa Monsur; Mark V. Albert (Inf. Fusion, 2026)