A Variable Batch Size Strategy for Large Scale Distributed DNN Training. - Zhongzhe Hu; Junmin Xiao; Zhongbo Tian; Xiaoyang Zhang; Hongrui Zhu; Chengji Yao; Ninghui Sun; Guangming Tan (ISPA/BDCloud/SocialCom/SustainCom, 2019)

Tensor Layout Optimization of Convolution for Inference on Digital Signal Processor. - Xiaoyang Zhang; Junmin Xiao; Xiaobin Zhang; Zhongzhe Hu; Hongrui Zhu; Zhongbo Tian; Guangming Tan (ISPA/BDCloud/SocialCom/SustainCom, 2019)

MegTaiChi: dynamic tensor-based memory management optimization for DNN training. - Zhongzhe Hu; Junmin Xiao; Zheye Deng; Mingyi Li; Kewei Zhang; Xiaoyang Zhang; Ke Meng; Ninghui Sun; Guangming Tan (ICS, 2022)

Fast and accurate variable batch size convolution neural network training on large scale distributed systems. - Zhongzhe Hu; Junmin Xiao; Ninghui Sun; Guangming Tan (Concurr. Comput. Pract. Exp., 2022)

ScheMoE: An Extensible Mixture-of-Experts Distributed Training System with Tasks Scheduling. - Shaohuai Shi; Xinglin Pan; Qiang Wang 022; Chengjian Liu; Xiaozhe Ren; Zhongzhe Hu; Yu Yang; Bo Li 001; Xiaowen Chu 001 (EuroSys, 2024)