Abstract: Low-shot image classification, where training images are limited or inaccessible, has benefited from recent progress on pretrained vision-language (VL) models with strong generalizability. e ...

Abstract: Adaptive learning systems are increasingly used to personalize education, yet many depend on periodic assessments or teacher input, limiting real-time adaptability. This paper proposes ...