2 papers
cs.AI2026
Semantics-Enhanced Retrieval-Augmented Time Series Forecasting
Shiqiao Zhou, Zipeng Wu, Holger Schöner +3
Time series forecasting models often benefit from historical patterns. Inspired by Retrieval-Augmented Generation (RAG), recent research explored retrieving relevant historical tim…
cs.LG2026
Stationarity-Aware Retrieval-Augmented Time Series Forecasting
Shiqiao Zhou, Holger Schöner, Zipeng Wu +3
Time series forecasting relies on historical patterns, but real-world series often exhibit non-stationarity and regime shifts that challenge fully parametric forecasters. Inspired…