@inproceedings{candecentralizedalgorithmsoutperform, title = {Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent}, author = {Xiangru Lian and Ce Zhang and huan zhang and Cho-Jui Hsieh and Wei zhang and Ji Liu}, year = {2017}, booktitle = {NeurIPS 2017 12}, eprint = {1705.09056}, archivePrefix = {arXiv}, url = {http://arxiv.org/abs/1705.09056v5}, }