Shuoming Zhang
2 indexed papers
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226
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AI×2Prog. Lang.×1ML×1
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2026
Learning When to Optimize: Verified Optimization Skills from Expert GPU-Kernel Lineages
KLineage introduces a novel method to teach LLMs when and how to apply GPU kernel optimizations by reverse-engineering expert kernel lineages, resulting in superior optimization skills compared to existing baselines.
Decode-Time Grammars: Constrained LLM Generation over a Refinement Order of Grammar Fragments
This paper introduces decode-time grammars to ensure grammatical and semantic correctness of code generated by large language models, particularly for low-resource programming surfaces.
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cs.PLcs.AIcs.LGTheoreticalRecentJul 20, 2026
Decode-Time Grammars: Constrained LLM Generation over a Refinement Order of Grammar Fragments
Shuoming Zhang, Ruiyuan Xu, Haofeng Li, Qiuchu Yu +6 more
This paper introduces decode-time grammars to ensure grammatical and semantic correctness of code generated by large language models, particularly for low-resource programming surfaces.
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