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Transfer Learning with Sparse Associative Memories

Q. Jodelet, V. Gripon and M. Hagiwara, "Transfer Learning with Sparse Associative Memories," in International Conference on Artificial Neural Networks, pp. 497--512, 2019.

In this paper, we introduce a novel layer designed to be used as the output of pre-trained neural networks in the context of classification. Based on Associative Memories, this layer can help design Deep Neural Networks which support incremental learning and that can be (partially) trained in real time on embedded devices. Experiments on the ImageNet dataset and other different domain specific datasets show that it is possible to design more flexible and faster-to-train Neural Networks at the cost of a slight decrease in accuracy.

Download manuscript.

  author = {Quentin Jodelet and Vincent Gripon and
Masafumi Hagiwara},
  title = {Transfer Learning with Sparse Associative
  booktitle = {International Conference on Artificial
Neural Networks},
  year = {2019},
  pages = {497--512},

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