[Turkmath:7171] Yildirim Akbal @ Galatasaray Universitesi

[Gonenc ONAY]

Date: 18.062025

Time: 16:00

Room H306, Galatasaray Üniversitesi, Ortaköy, Çırağan Cd. No:36, 34349
Beşiktaş/İstanbul, Türkiye

Title: Towards a Foundational TS Model

Abstract: In this talk we will look at a series of foundational time
series (TS) models. Starting with a discussion of classical approaches
like ARIMA and their limitations, we will explore why traditional
machine learning models often fail in this domain. Introducing
"One-for-All", a model designed to address many of these challenges, we
highlight its unique features and training procedure, while addressing
its limitations. Finally, we propose some ideas and share some insights
to enhance the model's capabilities over long horizons, ensuring
robustness and accuracy in extended time series forecasting.


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