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Adaptive multimodal learning for driver cognitive state monitoring using transformer-based fusion with personalized meta-learning and federated optimization

Crossref DOI link: https://doi.org/10.1038/s41598-026-51635-3

Published Online: 2026-05-06

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Abinaya, G.

Dinakaran, K.
License Information

Text and Data Mining valid from 2026-05-06

Version of Record valid from 2026-07-07
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Article History

Received: 27 March 2026

Accepted: 29 April 2026

First Online: 6 May 2026

Declarations

:

: The authors declare no competing interests.

: This study utilizes a publicly available dataset (CL-Drive) obtained from the Borealis Data repository. The original data collection was conducted by the dataset creators in accordance with relevant ethical guidelines and regulations. As this study involves secondary analysis of anonymized data, no additional ethical approval was required. Informed consent was obtained from all participants by the original data providers.

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