{"type": "article", "title": "When Denoising Hurts: Rethinking the Terminal Step of Diffusion Time Series Forecasters -- Extended Version", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/when-denoising-hurts-rethinking-the-terminal-step-of-diffusion-time-series", "original_source": "https://www.machinebrief.com/news/when-denoising-hurts-rethinking-the-terminal-step-of-diffusi-hr22", "published": "2026-08-17T04:00:00+00:00", "accessed": "2026-08-17", "id": "when-denoising-hurts-rethinking-the-terminal-step-of-diffusion-time-series"}