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Qikun Cai

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Evaluating Sequence Assembly Strategies for Differentially Private Synthetic Time-Series Forecasting

Guoxiong Long, Huizhen Huang, Qikun Cai وآخرون · 2026

Differentially private time-series generators commonly produce fixed-length synthetic windows, whereas downstream forecasting models often require long continuous training sequences. How these windows are assembled after generation can therefore alter the effective synthetic data presented to a forecaster, even when th …

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