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Shu-Han Xia

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Preprint Sep 2026

MM-VeriAgent: Learning to Use Extensive Tools to Verify Multimodal Misinformation with Reinforcement Learning

Real-world multimodal misinformation often involves mixed forgery sources, requiring sample-specific detection strategies. Existing tool-augmented methods rely on predefined workflows or inference-time planning, limiting adaptability or increasing inference cost. To address this issue, we introduce \textbf{MM-VeriAgent...

Pei-Pei Li, Shu-Han Xia, Sheng-Yang Liu et al. · 0 citations

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