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Explainable time-series forecasting with sampling-free SHAP for Transformers

Crossref DOI link: https://doi.org/10.1038/s41467-026-73243-5

Published Online: 2026-05-27

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

Authors

Hertel, Matthias https://orcid.org/0000-0002-0814-766X
Pütz, Sebastian https://orcid.org/0009-0009-8468-4166
Mikut, Ralf https://orcid.org/0000-0001-9100-5496
Hagenmeyer, Veit https://orcid.org/0000-0002-3572-9083
Schäfer, Benjamin https://orcid.org/0000-0003-1607-9748
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Text and Data Mining valid from 2026-05-27

Version of Record valid from 2026-05-27
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Article History

Received: 14 October 2025

Accepted: 6 May 2026

First Online: 27 May 2026

Competing interests

: The authors declare no competing interests.