Enhancing Vision Language Corruption Robustness using Cross-Distribution & Prompted Denoisers. - Sameer Shafayet Latif; Sadab Shiper; K. M. Rahiduzzaman Kiran; Md Farhan Ishmam; Md Azam Hossain; Abu Raihan Mostofa Kamal; Md. Hamjajul Ashmafee (WACV, 2026)