Not All Retrievals are Useful: Cross-Attention for Input-Aware RAG in Time Series Forecasting

Seunghan Lee, Jaehoon Lee, Jun Seo +7

Retrieval-augmented generation (RAG) enhances zero-shot time series (TS) forecasting by leveraging external knowledge bases, yet existing approaches overlook input-level relevance…