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Mingliang Zhai

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Sep 2026

Controllable Music-to-Dance Generation with Hierarchical Motion Representation Learning.

Current music-to-dance generation methods mainly rely on musical features, limiting precise control over generated movements. In particular, most existing methods with control mechanisms do not support example-based control, in which a user provides a reference motion sequence and the generated dances follow its fine-g...

Meng-Qi Liu, Hao Gao, Haolun Li et al. · 0 citations
Preprint Sep 2026

AlayaVista: Streaming World Modeling from Panoramic States to Perspective Video

Interactive video world models must maintain broad scene context under camera motion while producing high-fidelity observations with low latency. Existing approaches face a representation trade-off: perspective models operate on local views and must preserve off-screen content over long rollouts, whereas broader spatia...

Jia-Ming Tan, Ming-Liang Zhai, Zhen Li et al. · 1 citation
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. · 2 citations
Preprint Aug 2026

AlayaWorld: Interactive Long-Horizon World Modeling - Full Technical Report (v1.1)

The new version of AlayaWorld substantially revise how conditioning signals are represented and integrated into the model, replacing the previous depth-warping-based spatial memory with a streaming 3D point-cache renderer.

AlayaWorld Team Kaipeng Zhang, Chuan-Hao Li, Yi-Fan Zhan et al. · 5 citations · ⚡2
Jul 2026

AlayaWorld: Interactive Long-Horizon World Modeling - Full Technical Report

AlayaWorld is presented, an interactive long-horizon video world model that generates 24-fps video at 540p and 720p and introduces a discrete autoregressive distillation formulation that combines distribution-matching distillation, self-forcing++, and consistency distillation, reducing inference from approximately 30 s...

AlayaWorld Team Kaipeng Zhang, Chuanhao Li, Y. Zhan et al. · 4 citations

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