Author

Shuwei Shi

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Preprint Sep 2026

MUGEN: Interactive Panoramic World Exploration via Camera Control

Interactive panoramic video generation aims to synthesize immersive 360\textdegree{} videos that remain visually coherent while following user-specified camera trajectories during exploration. However, progress is limited by a coupled data-and-model gap: existing panoramic video datasets are often short, weakly annotat...

Jia-Ming Tan, Zhen Li, Shu-Wei Shi et al. · 0 citations

Jul 2026

From Pixels to States: Rethinking Interactive World Models as Game Engines

Building interactive worlds that respond coherently to player actions has long been a shared goal of computer graphics, games, and artificial intelligence. Recent video generative models provide a data-driven route toward this goal by predicting future observations conditioned on user actions, and are increasingly rega...

Zhen Li, Zian Meng, Shuwei Shi et al. · arXiv.org · 2 citations

Jul 2026

Surprise Forcing: What to Remember, When to Skip in Long Video Generation

This work introduces Surprise Forcing, a training-free framework that treats both limitations as online resource-allocation problems and improves long-horizon consistency and visual quality while retaining real-time streaming throughput.

Shuwei Shi, Zhen Li, Mu-Yao Niu et al. · arXiv.org · 1 citation