Lass Najmuldeen

Exploring Jailbreak Vulnerability Across Depth-Based Dynamic Inference in Large Language Models

This paper makes the following key observations: Shallow exits are consistently more robust to jailbreak attacks than deeper ones; Exit depth affects how easily the adversarial suffix can be optimized, with deeper exits reaching lower attack loss; and adversarial suffixes affect utility uniformly across exit depths.