• Technical Conference:  24 – 28 March 2024
  • Exhibition: 26 – 28 March 2024
  • San Diego Convention Center, San Diego, California, USA
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Poster / Demo

Upgrade of Deep Neural Network-Based Optical Monitors by Communication-Efficient Federated Learning (Th2A.30)

Presenter: Takahito Tanimura, Hitachi Ltd.

We present an efficient scheme to upgrade DNN-based optical monitors collaboratively trained through multiple network operators without revealing each confidential data, applying federated learning with pre-model size reduction based on transferable lottery ticket hypothesis.

Authors:Takahito Tanimura, Hitachi Ltd. / Masayuki Takase, Hitachi Ltd.

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