Author

Lisai Zhang

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Preprint Aug 2026

Vorch-Director: Interactive World Story Model via Noise-Aware Error Rectification

Vorch-Director is proposed, a noise-level-aware residual correction strategy that associates each residual with its originating noise level and injects residuals from matched noise regimes during training to produce more realistic autoregressive histories while retaining efficient teacher-forcing training.

Lisai Zhang, Yi-Di Wu, Qi Liu et al. · 1 citation