@article{uniseaunifiedframeworkfordecoderonlyauto, title = {UniSE: A Unified Framework for Decoder-Only Autoregressive LM-Based Speech Enhancement}, author = {Haoyin Yan and Chengwei Liu and Shaofei Xue and Xiaotao Liang and Yinghao Liu and Yuxiang Kong and Zheng Xue}, year = {2025}, eprint = {2510.20441}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.20441}, }