Author

Yang Liu

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Preprint Aug 2026

Rule-Compliant Visual Spatial Planning for Multimodal Large Language Models

Multimodal large language models (MLLMs) combine linguistic reasoning with visual perception, yet their ability to perform visual spatial planning under explicit or previously unseen rule constraints remains underexplored. This setting requires models to jointly understand spatial layouts, interpret natural-language ru...

Yu Chen, Ting Lei, Yaoyi Li et al. · 1 citation

Jul 2026

Unleashing Multimodal Large Language Models for Training-free HOI Detection in the Wild

Two key mechanisms are introduced: Context-aware Multi-round Reasoning, which progressively refines interaction hypotheses to ensure exhaustive and compositional HOI discovery, and Multifaceted Interaction Localization, which enhances grounding precision by generating instance-specific descriptions that integrate seman...

Ting Lei, Jialin Liu, Zhu Xu et al. · arXiv.org · 1 citation