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cs.CV2026
IDO: Incongruity-aware Distribution Optimization for Multimodal Fake News Detection
Hengyang Zhou, Rongman Hong, Yuxuan Zhou +2
Multimodal fake news detection aims to identify the authenticity of news. Existing multimodal fake news detection methods mainly focus on cross-modal consistency, but often fail to…
cs.CV2026
DIVER: Dynamic Iterative Visual Evidence Reasoning for Multimodal Fake News Detection
Weilin Zhou, Zonghao Ying, Chunlei Meng +6
Multimodal fake news detection is crucial for mitigating adversarial misinformation. Existing methods, relying on static fusion or LLMs, face computational redundancy and hallucina…