Publications

* denotes equal contribution

2022

  1. DAC’22 Invited
    Invited: ScaleHLS: a Scalable High-Level Synthesis Framework with Multi-level Transformations and Optimizations
    Hanchen Ye, HyeGang Jun, Hyunmin Jeong, Stephen Neuendorffer, and Deming Chen
    In 2022 59th ACM/IEEE Design Automation Conference (DAC), 2022
    PDF Code
  2. HPCA’22
    ScaleHLS: A New Scalable High-Level Synthesis Framework on Multi-Level Intermediate Representation
    Hanchen Ye, Cong Hao, Jianyi Cheng, Hyunmin Jeong, Jack Huang, Stephen Neuendorffer, and Deming Chen
    In The 28th IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2022
    PDF arXiv Code

2021

  1. MLBench’21
    Being-ahead: Benchmarking and Exploring Accelerators for Hardware-Efficient AI Deployment
    Xiaofan Zhang, Hanchen Ye, and Deming Chen
    In MLSys Workshop on Benchmarking Machine Learning Workloads on Emerging Hardware (MLBench), 2021
    PDF arXiv Website
  2. LATTE’21
    ScaleHLS: Achieving Scalable High-Level Synthesis through MLIR
    Hanchen Ye, Cong Hao, Hyunmin Jeong, Jack Huang, and Deming Chen
    In ASPLOS Workshop on Languages, Tools, and Techniques for Accelerator Design (LATTE), 2021
    PDF Code Website

2020

  1. ICSICT’20
    IDLA: An Instruction-based Adaptive CNN Accelerator
    Peng Gao, Zhize Huang, Hanchen Ye, and Gengsheng Chen
    In 2020 IEEE 15th International Conference on Solid-State & Integrated Circuit Technology (ICSICT), 2020
    PDF DOI
  2. ICCAD’20
    DNNExplorer: a framework for modeling and exploring a novel paradigm of FPGA-based DNN accelerator
    Xiaofan Zhang*, Hanchen Ye*, Junsong Wang, Yonghua Lin, Jinjun Xiong, Wen-mei Hwu, and Deming Chen
    In Proceedings of the 39th International Conference on Computer-Aided Design (ICCAD), 2020
    PDF arXiv DOI
  3. DAC’20
    HybridDNN: A framework for high-performance hybrid DNN accelerator design and implementation
    Hanchen Ye, Xiaofan Zhang, Zhize Huang, Gengsheng Chen, and Deming Chen
    In 2020 57th ACM/IEEE Design Automation Conference (DAC), 2020
    PDF arXiv DOI

2018

  1. ICSICT’18
    A Resource-Sharing & Pipelined Design Scheme for Dynamic Deployment of CNNs on FPGAs
    Hanchen Ye, and Gengsheng Chen
    In 2018 14th IEEE International Conference on Solid-State and Integrated Circuit Technology (ICSICT), 2018
    PDF DOI