Systematic stress testing of intermediate-keyframe error propagation
Conduct a systematic stress test of how hallucinated details, incomplete edits, and other errors in the intermediate image-editing stage propagate through Chain-of-Editing to all output video frames, particularly for geometric transformations and novel-content synthesis.
References
This risk is mitigated by image editing being a far more mature task than video editing; we leave a systematic stress test to future work.
— VINCIE-NExT: Unlocking Video Editing from Images via In-Context Modeling
(2610.12104 - Qu et al., 8 Oct 2026) in Section “Limitations”