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For a window with horizon lengthT, let ˆy1:T be the Chronos point forecast andy1:T the ground truth

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cs.LG 1

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2026 1

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Overcoming the Modality Gap in Context-Aided Forecasting

cs.LG · 2026-03-12 · unverdicted · novelty 7.0

A semi-synthetic augmentation creates the CAF-7M dataset and demonstrates that improved context data enables multimodal models to outperform unimodal baselines in context-aided forecasting.

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  • Overcoming the Modality Gap in Context-Aided Forecasting cs.LG · 2026-03-12 · unverdicted · none · ref 16

    A semi-synthetic augmentation creates the CAF-7M dataset and demonstrates that improved context data enables multimodal models to outperform unimodal baselines in context-aided forecasting.