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Author

Shuai Fu

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Preprint Oct 2026

TerraVis: Towards Evaluation of World-Grounded Visual Consistency in Text-to-Image Generation via MLLM Workflows

Recent text-to-image models have made substantial progress in photorealism, aesthetics, and text-image alignment. Yet visually appealing images can still violate real-world plausibility, exhibiting malformed object structures, impossible anatomy, physically implausible interactions, or inconsistent spatial relationship...

Shuai Fu, Jing Gu, Jian Zhou et al. · 0 citations

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence

This survey reviews Multimodal Code Intelligence, covering systems that generate, edit, refine, or reason with code under visually grounded inputs and outputs and organizes benchmarks and methods into four domains: Graphical User Interface, Scientific Visualization, Structured Graphics, and Frontier Tasks and Framework...

Xuanle Zhao, Qiushi Sun, Jingyu Xiao et al. · 5 citations
Jun 2026

Automating the Design of Embodied AgentArchitectures

This work evaluates three AAS variants across four embodied executors spanning vision-language navigation, embodied question answering, and language-conditioned manipulation, and shows that architecture-level search can produce deployable and directional success-rate gains on embodied tasks, while one apparent high-sco...

Jian Zhou, Sihao Lin, Jin Li et al. · 1 citation

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