few-shot learning 1foundational models 1industrial intelligence 1multimodal learning 1time series analysis 1
From the 1 of 2 linked papers with an AI index.
2 papers
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…
cs.LG2026
TS-MLLM: A Multi-Modal Large Language Model-based Framework for Industrial Time-Series Big Data Analysis
Haiteng Wang, Yikang Li, Yunfei Zhu +3
Accurate analysis of industrial time-series big data is critical for the Prognostics and Health Management (PHM) of industrial equipment. While recent advancements in Large Languag…