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cs.LG2025
Generalisation Bounds of Zero-Shot Economic Forecasting using Time Series Foundation Models
Jittarin Jetwiriyanon, Teo Susnjak, Surangika Ranathunga
This study investigates zero-shot forecasting capabilities of Time Series Foundation Models (TSFMs) for macroeconomic indicators. We apply TSFMs to forecasting economic indicators…
cs.LG2024
Transfer Learning on Transformers for Building Energy Consumption Forecasting -- A Comparative Study
Robert Spencer, Surangika Ranathunga, Mikael Boulic +2
This study investigates the application of Transfer Learning (TL) on Transformer architectures to enhance building energy consumption forecasting. Transformers are a relatively new…