Safeguarding Children at Scale: Cost-Effective Multimodal LLM Detection of Inappropriate YouTube Advertising. - Eman Nabeel; Haleema Jamil; Shizza Asher; Zaeem Mohtashim Khan; Nida Tanveer; Ihsan Ayyub Qazi; Zafar Ayyub Qazi (WWW, 2026)