UAPE-CLIP: Uncertainty-Aware prompt learning with vision–language alignment for student engagement recognition
An uncertainty-aware task-adaptive prompt learning mechanism that scales soft prompts according to prototype uncertainty, stabilizing state semantics and improving video–text alignment is introduced.