Different Tasks, Different Timesteps: Temporal Task-Aware Quantization for Diffusion Language Models

Diffusion Language Models (DLMs) introduce unique quantization challenges due to their iterative denoising process. In this work, we reveal that quantization sensitivity is both taskand time-dependent, with different do…