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Yun-Tong Xie

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#machine learning Preprint Oct 2026

Retrieval Is Not Enough: Refreshing Memory for Frozen Time-Series Forecasters

Retrieval-augmented time-series forecasting uses the continuations of historical segments similar to the current context as references for a forecaster. Most existing methods build the retrieval memory once from the training segment, leaving observations revealed after deployment unavailable as references, and generall...

Chao-Zhong He, Jian-Yu Xu, Xin-Yi Guo et al. · 0 citations

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