@article{echodistillalignmentnoisytocleanselfdist,
  title = {EchoDistill:Alignment Noisy-to-Clean Self-Distillation for Robust Audio LLMs},
  author = {Liang Lin and Chunxi Luo and Kaiwen Luo and Jie Zhang and Jin Wang and Yuanhe Zhang and Cai Yuchen and Qiankun Li and Gongli Xi and Zhenhong Zhou and Kun Wang and Junhao Dong},
  year = {2026},
  eprint = {2605.23954},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.23954},
}