US Patent Application 18006853. SIZE-BASED NEURAL NETWORK SELECTION FOR AUTOENCODER-BASED COMMUNICATION simplified abstract

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SIZE-BASED NEURAL NETWORK SELECTION FOR AUTOENCODER-BASED COMMUNICATION

Organization Name

QUALCOMM Incorporated


Inventor(s)

Qiaoyu Li of Beijing (CN)


Yu Zhang of San Diego CA (US)


Hao Xu of Beijing (CN)


Chao Wei of Beijing (CN)


Liangming Wu of Beijing (CN)


Rui Hu of Beijing (CN)


SIZE-BASED NEURAL NETWORK SELECTION FOR AUTOENCODER-BASED COMMUNICATION - A simplified explanation of the abstract

  • This abstract for appeared for US patent application number 18006853 Titled 'SIZE-BASED NEURAL NETWORK SELECTION FOR AUTOENCODER-BASED COMMUNICATION'

Simplified Explanation

The abstract describes methods, systems, and devices for wireless communications. It explains that in some wireless communication systems, devices can use multiple autoencoders for communication. A wireless device can choose an autoencoder based on the size of the message it needs to send. For example, a user equipment (UE) receives a grant from a base station that specifies the size of the message. The UE and base station then determine which neural network (NN)-based encoder to use based on the size parameter. The UE communicates the message to the base station using the determined NN-encoder. Additionally, the UE and base station can determine the number of resource segments and respective NN-based encoders for each segment from a set of allocated resources.


Original Abstract Submitted

Methods, systems, and devices for wireless communications are described. In some wireless communications systems, devices may implement multiple autoencoders for communications. A wireless device may select an autoencoder to use for communications based on a size parameter for a message. For example, a user equipment (UE) may receive a grant from a base station indicating a size parameter for communicating a message. The UE and base station may determine, from a set of neural network (NN)-based encoders configured at the UE, an NN-based encoder corresponding to the size parameter. The UE may communicate the message with the base station according to the grant and based on the determined NN-encoder. In some examples, the UE and base station may determine a number of resource segments from a set of resources allocated for communication and may determine respective NN-based encoders for the different resource segments.