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

Siyu Chen, Zhenrui Tian, Chenyan Zhu, Ruoyao Liu, Xianglong Pan, Jiahang Han, Yan Zhan

Open source

DOI
10.3390/s26175330
Published
2026-08-22
Container
Sensors
Publisher
MDPI AG
Open access
unknown

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BibTeX

@article{allodium:10.3390/s26175330,
  title = {Pretrained Financial Language Model-Guided Multimodal Sensing with Hardware Provenance and Cross-Frequency Temporal Alignment for Event Prediction},
  author = {Siyu Chen and Zhenrui Tian and Chenyan Zhu and Ruoyao Liu and Xianglong Pan and Jiahang Han and Yan Zhan},
  year = {2026},
  journal = {Sensors},
  doi = {10.3390/s26175330},
  url = {https://doi.org/10.3390/s26175330}
}

RIS

TY  - JOUR
TI  - Pretrained Financial Language Model-Guided Multimodal Sensing with Hardware Provenance and Cross-Frequency Temporal Alignment for Event Prediction
AU  - Siyu Chen
AU  - Zhenrui Tian
AU  - Chenyan Zhu
AU  - Ruoyao Liu
AU  - Xianglong Pan
AU  - Jiahang Han
AU  - Yan Zhan
PY  - 2026
JO  - Sensors
DO  - 10.3390/s26175330
UR  - https://doi.org/10.3390/s26175330
ER  - 

APA

Chen, S., Tian, Z., Zhu, C., Liu, R., Pan, X., Han, J., & Zhan, Y. (2026). Pretrained Financial Language Model-Guided Multimodal Sensing with Hardware Provenance and Cross-Frequency Temporal Alignment for Event Prediction. Sensors. https://doi.org/10.3390/s26175330

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