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few-shot learning 1foundational models 1industrial intelligence 1multimodal learning 1time series analysis 1

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cs.AI2026

VLT: A Vision-Language-Time Series Multimodal Foundation Model for Industrial Intelligence

Haiteng Wang, Jingheng Yan, Xiaokang Wang +1

The paper introduces VLT, a multimodal foundation model that jointly processes industrial time‑series data, their frequency‑spectrum visualizations, and textual information to impr…