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Bi-Qing Huang

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#artificial intelligence Preprint Sep 2026

DualCast: A Dual-Path Language Model for Bimodal Financial Time-Series Forecasting

Financial time-series forecasting must capture price dynamics across heterogeneous assets while incorporating news available at prediction time. We introduce DualCast, a dual-path framework that extends a frozen language model with a discrete financial vocabulary. Each log-return patch is represented by a learned summa...

Wen-Tao Zhao, Hong-Qiang Wu, Shang-Hang Liu et al. · 0 citations

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