@article{pipelineparallelismisallyouneedforoptimi, title = {Pipeline Parallelism is All You Need for Optimized Early-Exit Based Self-Speculative Decoding}, author = {Ruanjun Li and Ziheng Liu and Yuanming Shi and Jiawei Shao and Chi Zhang and Xuelong Li}, year = {2025}, eprint = {2509.19368}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.19368}, }