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Jia-Ming Tan

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Preprint Oct 2026

SPW-Nav: A Streaming Panoramic World Model for Language-Guided Navigation

Language-guided panoramic video generation benefits various downstream applications, such as interactive 3D scene exploration, virtual reality experiences, and embodied agent training. Existing panoramic generators follow predefined trajectories, and interactive world models act through low-level actions in perspective...

Yun-Heng Liu, Zi-Qi Cai, Si-Qi Yang et al. · 0 citations
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
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. · 2 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. · 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: Long-Horizon and Playable Video World Generation

AlayaWorld enables open-ended real-time interaction, allowing users to freely navigate and perform diverse actions such as combat, spell casting, and monster summoning, and the framework unifies the complete development-from data preparation model architecture, model training, inference acceleration, and deployment-wit...

AlayaWorld Team, Kaipeng Zhang, Chuanhao Li et al. · 1 citation
Preprint Aug 2026

Sekai2: From World Exploration to Interactive World Modeling

Sekai2 is introduced, a multi-source real-world video dataset that carries the world-exploration footage of Sekai toward interactive world modeling, and Corpus-scale analyses demonstrate complete pose-and-caption coverage, broad geographic and semantic diversity, varied camera trajectories, and highly non-redundant tem...

Kang He, Wen-Shuo Peng, Zi-Hui Gao et al. · 2 citations · ⚡1
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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