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A. P. Sarath Chandar

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#machine learning May 2026

Dialectics of Alignment: Harnessing Unsafe Knowledge for Dynamic Safety Routing

SafeMoE, a Mixture-of-Experts (MoE) framework that isolates unsafe knowledge into domain-specific Low-Rank Adapters (LoRA experts) trained exclusively on harmful corpora, is introduced, proposing a dialectical approach to alignment, positing that unsafe data encodes rich, domain specific knowledge critical for nuanced,...

M. Hashemzadeh, Jerry Huang, Minseon Kim et al. · arXiv.org · 0 citations