Author

Xuyi Zhang

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Jul 2026

Self Gradient Forcing: Native Long Video Extrapolation

Self Gradient Forcing (SGF), a two-pass training strategy that restores this missing memory-writing supervision within the native autoregressive training objective, using losses on future video latents to train the model to encode context into more effective causal memory.

Junhao Zhuang, Shiyi Zhang, Yuxuan Bian et al. · arXiv.org · 5 citations