@article{differentiallyprivateandcommunicationeff, title = {Differentially Private and Communication Efficient Large Language Model Split Inference via Stochastic Quantization and Soft Prompt}, author = {Yujie Gu and Richeng Jin and Xiaoyu Ji and Yier Jin and Wenyuan Xu}, year = {2026}, eprint = {2602.11513}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.11513}, }