{"type": "article", "title": "Surprise Forcing: What to Remember, When to Skip in Long Video Generation", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/surprise-forcing-what-to-remember-when-to-skip-in-long-video-generation", "original_source": "https://arxiv.org/abs/2607.18436", "published": "2026-07-22T04:00:00+00:00", "accessed": "2026-07-22", "id": "surprise-forcing-what-to-remember-when-to-skip-in-long-video-generation"}