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Bo-Xiao Huang

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#artificial intelligence Preprint Sep 2026

When Does Action Credit Need Updating?

Overall, the results show that agents do not need to recompute action credit after every policy update: much of the historical evidence can be reused or cheaply corrected, reducing the additional interaction required to keep action decisions up to date.

Hong-Ye Yang, Bo-Xiao Huang · 0 citations
#artificial intelligence Preprint Sep 2026

DepthBenchCAD: When Does Deeper Auditing Yield More Reliable Conclusions?

Generative CAD models are expected to remain behaviorally correct after parameter edits, so increasing the number of edit checks is often treated as a direct route to more reliable evaluation. Under a fixed budget, however, auditing each program more thoroughly reduces the number of tasks and independent generations th...

Hong-Ye Yang, Zhi-Hao Xie, Sheng-Jun Xiong et al. · 0 citations

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