大纲

  • Introduction of Quantization
    • Definition
    • Approaches
    • Design
  • Dynamic Neural Networks in Quantization
    • AdaBits: Neural Network Quantization with Adaptive Bit-Widths, CVPR2020
    • Dynamic Network Quantization for Efficient Video Inference, ICCV2021
    • Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference, AAAI2020
    • High-capacity expert binary networks, ICLR2021

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