Author

Kyriakos Flouris

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#artificial intelligence Preprint Sep 2026

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

Results indicate that freezing the pretrained backbone and training lightweight projection and adapter modules provides a favourable accuracy--efficiency trade-off with stable behaviour across varying context lengths.

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

Preprint Aug 2026

GENIE: Generative Neural Inference for Epidemics

This work introduces Generative Neural Inference for Epidemics (GENIE), a spatio-temporal ML-based framework for high-resolution forecasting of the burden of respiratory pathogens and demonstrates superior performance across a range of measures.

Laura M Guzman-Rincon, George R.E. Bradley, Joel Kandiah et al. · 0 citations