Parameter redundancy reduction method

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United States of America Patent

PATENT NO 11972108
APP PUB NO 20230152971A1
SERIAL NO

17525999

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Abstract

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A method, computer program product, and computer system for generating and using a basic state layer. N task models are provided (N≥2). Each task model was trained on a same pre-trained backbone model. Each task model includes M feature layers and a task layer (M≥1). Each feature layer of each task model includes a parameter matrix that is different for the different models. An encoder-decoder model is trained. The encoder-decoder model includes sequentially: an input layer, an encoder, M hidden layers, a decoder, and an output layer. The encoder is a neural network that maps and compresses the parameter matrices in the input layer into the M hidden layers, which generates a basic state model. The decoder is a neural network that receives the basic state model as input and generates the output layer to be identical to the input layer.

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Patent Owner(s)

  • INTERNATIONAL BUSINESS MACHINE CORPORATION

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Gao, Li Juan Xi'an, CN 13 1
Liu, Na Xi'an, CN 127 263
Liu, Tong Xi'an, CN 248 2439
Yang, Xiang Yu Xi'an, CN 30 33
Yuan, Zhong Fang Xi'an, CN 63 37

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