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We aim to implement a system that leverages distillation and quantization to create a "child" neural network by combining parameters from two "parent" neural networks. The child network should inherit…
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## 一言でいうと
ネットワークの重み/活性演算を量子ビット化(離散ノード化)して行う手法の提案。量子化の度合いは1~4bitの範囲が良く、精度/消費エネルギーのバランスがとれるとのこと。Keras的に使える実装が公開されている。
### 論文リンク
https://arxiv.org/abs/1711.00215
### 著者/所属機関
* ESAT/MICAS
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## 0. 論文
Thomas B. Preußer, Giulio Gambardella, Nicholas Fraser, Michaela Blott
https://arxiv.org/abs/1806.08085
## 1. どんなもの？
ultra96で16fpsでYOLOが動く（Pascal VOC）？
https://github.com/Xilinx/QN…
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jiaxiang-wu/quantized-cnn
https://github.com/jiaxiang-wu/quantized-cnn
pmgysel/caffe: Ristretto: Caffe-based approximation of convolutional neural networks.
https://github.com/pmgysel/caffe
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A usecase: storing a full backtracking pointer matrix can be okay for needleman/ctc alignment (4x memory saving compared to uint8 representation), if 2bit data type is used. Currently it's possible to…
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Hello!! I'm excited when I meet the nengo project!! I want to simulate my neuron model in nengo_loihi or nengo_FPGA. However, my neuron model can fire negative spike. I know the nengo support negative…
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Are there any plans to include an integer GEMM API in the future? 8-bit or 16-bit integer GEMM have become fairly standard for inference of quantized neural networks.
Here are some examples in othe…
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I came across the paper [Ultra-Low Precision 4-bit Training of Deep Neural Networks](https://proceedings.neurips.cc/paper/2020/file/13b919438259814cd5be8cb45877d577-Paper.pdf) on NeurIPS 2020. I think…
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### [PDF] [EQ-CBM: A Probabilistic Concept Bottleneck with Energy…
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## Issue description
I found a few bugs in NNApi integration while running benchmarks.
## Code example
Bug 1: Invalid size is passed for tensors.
Caffe2 seems to be passing invalid size for tenso…