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Stationarity-Aware Retrieval-Augmented Time Series Forecasting

cs.LG · 2026-06-02 · unverdicted · novelty 6.0

SARAF is a new retrieval-augmented framework for time series forecasting that uses temporal similarity followed by stationarity-modulated diversity selection and aggregation to improve accuracy under non-stationarity.

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  • Stationarity-Aware Retrieval-Augmented Time Series Forecasting cs.LG · 2026-06-02 · unverdicted · none · ref 8

    SARAF is a new retrieval-augmented framework for time series forecasting that uses temporal similarity followed by stationarity-modulated diversity selection and aggregation to improve accuracy under non-stationarity.