Discrete Diffusion Inference-Time Control with Nested Sequential Monte Carlo

Lohithsai Yadala Chanchu, Hany Abdulsamad, Christian A. Naesseth

We study inference-time control for text generation in discrete diffusion language models, where the goal is to steer sampling toward sequence-level rewards without retraining. Pri…