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Author

Liang Zhao

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Book Open access Aug 2026

Why Only 3D for 3D? 2D-Guided Supervision for 3D Medical Vision–Language Models

This work instantiates this 2D-to-3D supervision framework for report generation and segmentation, using pretrained 2D models as automatic annotators to supervise 3D VLMs and benefits automatically from stronger 2D models.

Qilong Zhao, Ziyuan Qin, Liang Zhao · 0 citations
Review Open access Sep 2026

Beyond Efficiency: A Systematic Survey of Resource-Efficient Large Language Models

This survey aims to systematically address resource efficiency challenges in Large Language Models by reviewing a broad spectrum of techniques designed to enhance the resource efficiency of LLMs, and introduces a nuanced categorization of resource efficiency techniques by their specific resource types.

Guangji Bai, Zheng Chai, Chen Ling et al. · 0 citations
Jul 2026

Scalable and Generalizable Analog Design via Learning Medicinal Chemistry Intuition from Matched Molecular Pair Transformations.

This work introduces a novel approach to transform the concept of "how to design chemical analogs like a medicinal chemist" into a primary training objective for generative models by focusing on matched molecular pair transformations (MMPTs) as the fundamental unit of chemical modifications.

Hao‐Wei Pang, Peter Zhiping Zhang, Bo Pan et al. · 0 citations

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