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US 2021/0241112 A1Published application
Neural network update method, classification method and electronic device
AssigneeSamsung Electronics Co., Ltd.
InventorsBin DAI, Zhouchen LIN
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Abstract
A neural network update method, a classification method and an electronic device thereof are provided. The neural network update method includes obtaining input data of the neural network; identifying an active neuron and an inactive neuron from among at least one neuron included in the neural network; and based on an information bottleneck of the at least one neuron, training the neural network based on the input data while maintaining information bottleneck of the active neuron.
Claims19
1-20. (canceled)
An electronic apparatus comprising:
- at least one memory configured to store a neural network comprising a plurality of network layers, each of the plurality of network layers including at least one neuron;
- and
- at least one processor configured to:
- obtain input data of the neural network,
- identify an active neuron and an inactive neuron from among the at least one neuron included in the neural network,
- based on an information bottleneck of the at least one neuron, train the neural network based on the input data while maintaining information bottleneck of the active neuron.
3 more elements
A control method of an electronic apparatus comprising:
- obtaining input data of the neural network;
- identifying an active neuron and an inactive neuron from among at least one neuron included in the neural network;
- and
- based on an information bottleneck of the at least one neuron,
- training the neural network based on the input data while maintaining information bottleneck of the active neuron.
2 more elements
Dependencies are inferred from the claim text.