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

arXiv:2610.31198v1 Announce Type: new Abstract: 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 diffe