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Jin-Song Dong

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Preprint Sep 2026

Formal Model Construction Guided by Model-Based Proof Sketches

Formal modeling provides strong guarantees about system correctness, but developing and repairing formal models remains labor-intensive and requires substantial expertise in logic and formal reasoning. Recent LLM-based autoformalization agents seek to reduce this burden by generating candidate formal models and revisin...

Hong-Shu Wang, Xin-Yue Zuo, Yu-Fan Cai et al. · 0 citations
#small language model Preprint Aug 2026

Towards Fully Automated Medical Imaging Code Generation via Validation-based Context Engineering

This work proposes AutoMedImg, a multi-agent framework for fully automated medical image processing code generation that achieves zero human intervention, with Dice scores of up to 0.90 for segmentation tasks and 99% accuracy for classification.

Zi-Xiao Zhao, Jing Sun, Zhe Hou et al. · 0 citations

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