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Why Do Time Series Models Need Long Context Windows?

cs.LG · 2026-06-01 · unverdicted · novelty 7.0

Long input windows are required to identify the generative process in time series forecasting even for short-memory processes, and decoupling identification from forecasting improves scalability.

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  • Why Do Time Series Models Need Long Context Windows? cs.LG · 2026-06-01 · unverdicted · none · ref 5

    Long input windows are required to identify the generative process in time series forecasting even for short-memory processes, and decoupling identification from forecasting improves scalability.