Gradient feedback framework for joint transceiver neural network training
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United States of America Patent
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Aug 6, 2024
Grant Date -
Aug 26, 2021
app pub date -
Jul 1, 2020
filing date -
Feb 24, 2020
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Abstract
A method of wireless communication performed by a receiving device includes determining a transmission reference point value and determining a transmission reference point gradient of a loss based on the transmission reference point value. The receiving device also transmits a message comprising the transmission reference point gradient to a transmitting device. A method of wireless communication by a transmitting device includes receiving a transmission reference point gradient of a loss from a receiving device. The transmitting device determines a transmission point-payload gradient of a transmission reference point value with respect to an encoded value generated by a transmitter neural network. The transmitting device also determines a payload gradient of the loss based on a product of the transmission reference point gradient and the transmission point-payload gradient. The transmitting device further updates weights of the transmitter neural network based on the payload gradient.

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Patent Owner(s)
Patent Owner | Address | |
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QUALCOMM INCORPORATED | 5775 MOREHOUSE DRIVE SAN DIEGO CA 92121-1714 |
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Inventor(s)
Inventor Name | Address | # of filed Patents | Total Citations |
---|---|---|---|
Bhushan, Naga | San Diego, US | 738 | 17353 |
Ji, Tingfang | San Diego, US | 1290 | 20544 |
Mukkavilli, Krishna Kiran | San Diego, US | 827 | 4299 |
Namgoong, June | San Diego, US | 189 | 1270 |
Yoo, Taesang | San Diego, US | 588 | 6825 |
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