<ul><li>Universal forecasting is challenging due to diverse time series data nature.</li><li>Transformer architecture leads to Large Time Series Models (LTSM) supporting Zero-Shot forecasts for different time series behaviors.</li><li>Foundation models for Zero-Shot forecasting include PatchTST, DLinear, FEDformer, and Moirai-MoE by Salesforce AI Research.</li><li>Moirai-MoE combines Moirai and Mixture of model architectures for advanced forecasting capabilities.</li></ul>

Zero-shot forecast with Moirai-MoE

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