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CertMoE: Robustness Certification for Mixture-of-Experts LLMs via Routing-Aware Smoothing

Wang, Qingyue et al.
arXiv (All) · Papers
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cryptography-and-securitysoftware-engineering
Provable robustness is a cornerstone of trustworthy machine learning, aiming to guarantee model predictions under adversarial perturbations. Existing certification frameworks, inspired by abstract interpretation or symbolic execution, typically assume a fixed computation graph, where input perturbat
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