Research

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* The diagram shows selected works for each topic, not entire works.

Research Interest

My research interest is mainly in accelerating deep learning and other heavy applications across hardware, compiler mapping, and algorithm. My research interests cover (but not limited to!) the topics I list below:

  • Computer Architecture
    • Accelerators for deep learning, graph, and so on
    • Interconnection networks (NoCs)
    • Reconfigurable architecture (CGRA)
    • Design automation
    • Hardware security
  • Compiler
    • Dataflow and Mapping in Accelerators
    • Data-centric dataflow/mapping representation
    • Dataflow – HW co-design
  • Machine learning
    • Hardware-aware Model Compression
    • Model – Dataflow – Accelerator co-design
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