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Dialectics of Alignment: Harnessing Unsafe Knowledge for Dynamic Safety Routing

SafeMoE isolates unsafe knowledge into domain-specific LoRA experts and routes them with a lightweight gating network to improve safe response rates by over 20% relative while maintaining informative outputs.

Maryam Hashemzadeh Barvarz, Jerry Huang, Minseon Kim, Marc-Alexandre Côté and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5