Unverified50% confidenceOpinionExact time
Autoregressive generation faces the risk of error accumulation in video generation, as deviations in earlier segments may be inherited and amplified by later segments.
1
Sources
50%
Confidence
Long-term
Relevance
10/25/2026
First Seen
Sources
Tencent Open-Sources World Model Hy-Nomas: Hands-On, Principles, and Deployment Guide
bilibili我不吃番茄ovo10/25/2026
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UnverifiedWhen editing the same image multiple times in succession, the minor deviations introduced by each generation are inherited and amplified by the next edit, leading to error accumulation.75% similarUnverifiedSegmented continuation (video extrapolation) carries the risk of error accumulation: deviations at the end of the first segment will be treated as the correct state and continue to be amplified in subsequent segments.74% similarUnverifiedIncremental video upscaling faces the challenge of error accumulation, where small deviations introduced at each step may gradually amplify as the number of upscaling iterations increases.72% similarUnverifiedIn sequential sampling, poor quality of earlier candidates may cause errors to be inherited or even amplified by subsequent sampling.71% similar
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