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Author

Ruoyao Liu

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Open access Aug 2026

Pretrained Financial Language Model-Guided Multimodal Sensing with Hardware Provenance and Cross-Frequency Temporal Alignment for Event Prediction

Financial media risk is jointly driven by multisource content, including news reports, corporate announcements, social media posts, short videos, and livestreams, while content authenticity, propagation velocity, asset relevance, and trading infrastructure conditions can simultaneously influence short-term market fluct...

Si-Yu Chen, Zhen-Rui Tian, Chen-Yan Zhu et al. · 0 citations

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