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C. Deng

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Conference Jul 2026

Stepwise PCTL Generation with Closed-Loop Validation for Automated SysML Activity Diagram Verification

Converting activity diagrams in System Modeling Language (SysML) and natural language requirements into executable probabilistic verification results remains a key bottleneck for safetycritical model-based systems engineering (MBSE). This process involves the use of probabilistic symbolic models (PRISM) and probabilist...

Jia Xu, Lei Yu, Peng Wang et al. · 0 citations

BashCoder-R1: Towards Robust and Explainable Bash Script Generation with Robustness-Aware Group Relative Policy Optimization

BashCoder-R1 is presented, a framework that tackles both problems jointly, treating explainability as a design goal rather than a byproduct of correctness, and directly refines the generation policy against a weighted reward combining syntax correctness, robustness as verified by the static analyzer shellcheck, and adh...

Li Yang, Fengjun Zhang, Lei Yu et al. · 0 citations

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