2026
TraceRouter: Robust Safety for Large Foundation Models via Path-Level Intervention
ICML 2026poster
Despite their capabilities, large foundation models (LFMs) remain susceptible to adversarial manipulation. Current defenses predominantly rely on the ``locality hypothesis", suppressing isolated neurons or features. However, harmful semantics act as distributed, cross-layer circuits, rendering such …