Author

Wei-Ze Quan

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Preprint Aug 2026

Object-Uni: A Unified Model for Object-Centric Spatial Understanding and Controllable Generation

This work forms object-centric spatial intelligence as a unified problem connecting pose perception, spatial reasoning, pose-conditioned generation, and object-centric novel view synthesis and proposes a viewpoint-based orientation abstraction to make pose usable by multimodal large language models.

Mi-Ning Tan, Yinuo Wang, Ziqi Zhou et al. · 0 citations

#artificial intelligence Jun 2026

COMPASS: Grounding Composition-Intent Guidance in Unified Multimodal Models

Compass is presented, the first unified multimodal framework that grounds composition-intent control in a single system spanning both composition perception and composition-guided generation, with a shared expert token $\tau_c$ as the central intent anchor.

Ziqi Zhou, Weize Quan, Mi-Ning Tan et al. · arXiv.org · 0 citations