{"type": "article", "title": "One-Step Evolution for Long-Time Extrapolation: An Error-Bound-Informed and Prior-Guided Neural Residual Framework for Autonomous PDEs", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/one-step-evolution-for-long-time-extrapolation-an-error-bound-informed-and-prior", "original_source": "https://www.machinebrief.com/news/one-step-evolution-for-long-time-extrapolation-an-error-boun-21lz", "published": "2026-08-25T04:00:00+00:00", "accessed": "2026-08-25", "id": "one-step-evolution-for-long-time-extrapolation-an-error-bound-informed-and-prior"}