@article{improvingthethroughputofdiffusionbasedla, title = {Improving the Throughput of Diffusion-based Large Language Models via a Training-Free Confidence-Aware Calibration}, author = {Jucheng Shen and Gaurav Sarkar and Yeonju Ro and Sharath Nittur Sridhar and Zhangyang Wang and Aditya Akella and Souvik Kundu}, year = {2025}, eprint = {2512.07173}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.07173}, }