2 papers
cs.AI2026
Forecasting Commencing Enrolments Under Data Sparsity: A Zero-Shot Time Series Foundation Models Framework for Higher Education Planning
Jittarin Jetwiriyanon, Teo Susnjak, Surangika Ranathunga
Effective resource allocation in higher education depends on reliable enrolment forecasts, yet institutional planners frequently face data series disrupted by structural shifts. Th…
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…