Xuehai Qian

Best Publications

• PipeLayer: A Pipelined ReRAM-Based Accelerator for Deep Learning

  Linghao Song;Xuehai Qian;Hai Li;Yiran Chen

  825
  Citations

• GraphR: Accelerating Graph Processing Using ReRAM

  Linghao Song;Youwei Zhuo;Xuehai Qian;Hai Li

  280
  Citations

• GraphP: Reducing Communication for PIM-Based Graph Processing with Efficient Data Partition

  Mingxing Zhang;Youwei Zhuo;Chao Wang;Mingyu Gao

  230
  Citations

• DudeTM: Building Durable Transactions with Decoupling for Persistent Memory

  Mengxing Liu;Mingxing Zhang;Kang Chen;Xuehai Qian

  201
  Citations

• SC-DCNN: Highly-Scalable Deep Convolutional Neural Network using Stochastic Computing

  Ao Ren;Zhe Li;Caiwen Ding;Qinru Qiu

  171
  Citations

• ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Methods of Multipliers

  Ao Ren;Tianyun Zhang;Shaokai Ye;Jiayu Li

  169
  Citations

• GraphQ: Scalable PIM-Based Graph Processing

  Youwei Zhuo;Chao Wang;Mingxing Zhang;Rui Wang

  144
  Citations

• Capuchin: Tensor-based GPU Memory Management for Deep Learning

  Xuan Peng;Xuanhua Shi;Hulin Dai;Hai Jin

  128
  Citations

• Non-Structured DNN Weight Pruning--Is It Beneficial in Any Platform?

  Xiaolong Ma;Sheng Lin;Shaokai Ye;Zhezhi He

  119
  Citations

• Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework

  Sung-En Chang;Yanyu Li;Mengshu Sun;Runbin Shi

  115
  Citations

• HyPar: Towards Hybrid Parallelism for Deep Learning Accelerator Array

  Linghao Song;Jiachen Mao;Youwei Zhuo;Xuehai Qian

  102
  Citations

• PermDNN: efficient compressed DNN architecture with permuted diagonal matrices

  Chunhua Deng;Siyu Liao;Yi Xie;Keshab K. Parhi

  81
  Citations

• FORMS: fine-grained polarized ReRAM-based in-situ computation for mixed-signal DNN accelerator

  Geng Yuan;Payman Behnam;Zhengang Li;Ali Shafiee

  79
  Citations

• Exploring the hidden dimension in graph processing

  Mingxing Zhang;Yongwei Wu;Kang Chen;Xuehai Qian

  76
  Citations

• Neu-NoC: A high-efficient interconnection network for accelerated neuromorphic systems

  Unknown

  73
  Citations

• Prague: High-Performance Heterogeneity-Aware Asynchronous Decentralized Training

  Qinyi Luo;Jiaao He;Youwei Zhuo;Xuehai Qian

  69
  Citations

• HEIF: Highly Efficient Stochastic Computing-Based Inference Framework for Deep Neural Networks

  Zhe Li;Ji Li;Ao Ren;Ruizhe Cai

  69
  Citations

• E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs

  Zhe Li;Caiwen Ding;Siyue Wang;Wujie Wen

  69
  Citations

• Datasize-Aware High Dimensional Configurations Auto-Tuning of In-Memory Cluster Computing

  Zhibin Yu;Zhendong Bei;Xuehai Qian

  68
  Citations

• VIBNN: Hardware Acceleration of Bayesian Neural Networks

  Ruizhe Cai;Ao Ren;Ning Liu;Caiwen Ding

  25
  Citations