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MLsys 2021 [Proceeding]

TinyML

  • Boveda: Building an On-Chip Deep Learning Memory Hierarchy Brick by Brick [paper]

    • on-chip data compression for DNN
    • not my expertise. welcome to leaving your comments.
  • Value Learning for Throughput Optimization of Deep Neural Networks [paper]

    • model DNN optimization as a MDP (state + action)
    • Exploring the state space efficeienctly: