Targeted Bias Injection in Diffusion Language Models via PI Control

Adversaries can exploit the iterative denoising steps of diffusion language models (dLLMs) to inject demographic bias. By using a proportional-integral (PI) controller to monitor internal activations at every step, an attacker can steer a frozen model toward a specific desired answer.