Why Jailbreaks Succeed in Diffusion Language Models: An Energy Landscape Analysis

Thong Bach, Dung Nguyen, Thao Minh Le +1

Existing attacks and defenses for diffusion-based large language models (dLLMs) target specific vulnerabilities but lack a shared framework explaining why attacks succeed. We propo…