Liu, Ye. “Commonsense-Guided VLMs for 2D Fully UnobservedObject Detection”. Exploring Science Academic Conference Series, vol. 14, Mar. 2026, pp. 32-40, https://doi.org/10.70267/ic-aimees.2026023240.