#certification2 articles

2 articles

AINeutralarXiv – CS AI · 5h ago1

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Human-Certified Module Repositories for the AI Age

Researchers propose Human-Certified Module Repositories (HCMRs) as a new framework to ensure trustworthy software development in the AI era. The system combines human oversight with automated analysis to certify and curate reusable code modules, addressing growing security concerns as AI increasingly generates and assembles software components.

AIBullisharXiv – CS AI · 5h ago0

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Dual Randomized Smoothing: Beyond Global Noise Variance

Researchers propose a dual Randomized Smoothing framework that overcomes limitations of standard neural network robustness certification by using input-dependent noise variances instead of global ones. The method achieves strong performance at both small and large radii with gains of 15-20% on CIFAR-10 and 8-17% on ImageNet, while adding only 60% computational overhead.