ReGuider

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A plug-in method that uses representation-level supervision from a pretrained teacher model to guide the encoder training of a target time series forecasting model.

Why It Matters

It is the proposed novel plug-in method that introduces representation-level supervision for improving time series forecasting encoders.

Evidence

we propose ReGuider, a plug-in method that can be seamlessly integrated into any forecasting architecture.

Related Papers

• openalex-2603.24262-forecasting-with-guidance-representation-level-supervision-f