Now showing items 1-2 of 2

    • Channel-wise early stopping without a validation set via NNK polytope interpolation 

      Bonet Solé, David; Ortega, Antonio; Ruiz Hidalgo, Javier; Sarath Shekkizhar, Sarath (2021)
      Conference report
      Open Access
      State-of-the-art neural network architectures continue to scale in size and deliver impressive generalization results, although this comes at the expense of limited interpretability. In particular, a key challenge is to ...
    • Improved neural network generalization using channel-wise NNK graph constructions 

      Bonet Solé, David (Universitat Politècnica de Catalunya, 2021-06)
      Bachelor thesis
      Open Access
      Covenantee:   USC Viterbi School of Engineering
      State-of-the-art neural network architectures continue to scale in size and deliver impressive results on unseen data points at the expense of poor interpretability. In the deep layers of these models we often encounter ...