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IPatch (Multi-Resolution Transformer)

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IPatch (Multi-Resolution Transformer)

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A multi-resolution Transformer architecture that integrates both point-wise and patch-wise tokens for comprehensive temporal modeling in time series forecasting.

Why It Matters

It is the novel core architecture proposed to solve the trade-off between fine-grained and contextual temporal modeling in time series forecasting.

Evidence

We propose IPatch, a multi-resolution Transformer architecture that integrates both point-wise and patch-wise tokens, modeling temporal information at multiple resolutions.

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