Architecture Design for Sparse Neural Networks

  1. S2Engine: A Novel Systolic Architecture for Sparse Convolutional Neural Networks. Jianlei Yang, Wenzhi Fu, Xingzhou Cheng, Xucheng Ye, Pengcheng Dai, Weisheng Zhao, IEEE Transactions on Computers (TC), 2022.

  2. SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training. Pengcheng Dai, Jianlei Yang, Xucheng Ye, Xingzhou Cheng, Junyu Luo, Linghao Song, Yiran Chen and Weisheng Zhao, ACM/IEEE Design Automation Conference (DAC), 2020.