Moving the Safety Barrier: Dynamic Routing Adaptive Alignment Against White-Box Attacks
With the widespread deployment of large foundation models (LFMs) in open environments, safety threats are shifting from black-box jailbreaks toward white-box attacks that directly identify and disrupt internal safety neurons or routes. However, existing safety defenses often rely on static safety units or fixed refusal pathways, leaving models highly vulnerable to targeted route-level white-box attacks. For that, we propose dynamic routing adaptive alignment (DRAA), a framework that introduces dynamic compensatory routes to preserve robust refusal behavior when the safety route is compromised. Specifically, we first identify and localize the model's safety route by contrasting internal ac...
| Authors | Shangze Li, Chuancheng Shi, Simiao Xie et al. |
|---|---|
| Primary category | cs.CR |
| Published | 2 August 2026 |
| Last updated at source | 2 August 2026 |
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