Quantile-Guided Diffusion for Probabilistic Time-Series Forecasting
arXiv:2610.20739v1 Announce Type: new Abstract: Quantile forecasts summarize uncertainty at each future time step, while diffusion forecasters represent it through sampled future trajectories. We study how predicted quantiles can serve as distributional controls for diffusion forecasting. Specifica…
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- 2026-10-16 04:00 · arXiv cs.LG
Quantile-Guided Diffusion for Probabilistic Time-Series Forecasting