@misc{liu2025pipo, title={PIPO: Pipelined Offloading for Efficient Inference on Consumer Devices}, author={Yangyijian Liu and Jun Li and Wu-Jun Li}, year={2025}, eprint={2504.03664}, archivePrefix={arXiv}, primaryClass={cs.DC}, url={https://arxiv.org/abs/2504.03664} }