Discovering Neural Wirings

@article{Wortsman2019DiscoveringNW,
  title={Discovering Neural Wirings},
  author={Mitchell Wortsman and Ali Farhadi and Mohammad Rastegari},
  journal={ArXiv},
  year={2019},
  volume={abs/1906.00586}
}
The success of neural networks has driven a shift in focus from feature engineering to architecture engineering. However, successful networks today are constructed using a small and manually defined set of building blocks. Even in methods of neural architecture search (NAS) the network connectivity patterns are largely constrained. In this work we propose a method for discovering neural wirings. We relax the typical notion of layers and instead enable channels to form connections independent of… CONTINUE READING

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