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RBFleX-NAS: Training-Free Neural Architecture Search Using Radial Basis Function Kernel and Hyperparameter Detection

  • RBFleX-NAS is a training-free Neural Architecture Search (NAS) framework that utilizes the Radial Basis Function (RBF) kernel and a detection algorithm.
  • Conventional NAS techniques require extensive training for evaluating candidate networks.
  • RBFleX-NAS outperforms other training-free NAS methods in terms of top-1 accuracy and search time.
  • RBFleX-NAS introduces NAFBee, an extended activation design space, for improved activation function exploration.

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