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Author

Bertrand Pracca

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Review Jul 2026

Foundation Models and Fine-Tuning: Toward a New Generation of Models for Time Series Forecasting

This work reviews the main architectures, pre-training strategies, and optimization methods underpinning foundation models for zero-shot time series forecasting, and investigates post-pre-training fine-tuning of selected foundation models to enhance their performance on specific datasets.

Morad Laglil, Bertrand Pracca, Emilie Devijver et al. · 1 citation

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