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Georg Brunner

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#artificial intelligence Preprint Sep 2026

Parameter-Efficient Adaptation of Pretrained Language Models for Time-Series Forecasting

We study the adaptation of pretrained language models to univariate time-series forecasting through a parameter-efficient transfer learning framework, with the goal of understanding which design choices drive effective cross-modal transfer. While language models operate on discrete textual tokens, time series consist o...

Tamanna S. Kumavat, Georg Brunner, Kyriakos Flouris · 0 citations

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