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HKD4VLM: A Progressive Hybrid Knowledge Distillation Framework for Robust Multimodal Hallucination and Factuality Detection in VLMs

Zijian Zhang, Xuecheng Wu, Danlei Huang, Siyu Yan, Chong Peng, Xuezhi Cao. HKD4VLM: A Progressive Hybrid Knowledge Distillation Framework for Robust Multimodal Hallucination and Factuality Detection in VLMs. In Cathal Gurrin, Klaus Schoeffmann, Min Zhang, Luca Rossetto, Stevan Rudinac, Duc-Tien Dang-Nguyen, Wen-Huang Cheng, Phoebe Chen, Jenny Benois-Pineau, editors, Proceedings of the 33rd ACM International Conference on Multimedia, MM 2025, Dublin, Ireland, October 27-31, 2025. pages 13881-13887, ACM, 2025. [doi]

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