Abstract: A method of performing automatic tuning on a deep learning model includes: utilizing an instruction-based learned cost model to estimate a first type of operational performance metrics based on a tuned configuration of layer fusion and tensor tiling; utilizing statistical data gathered during a compilation process of the deep learning model to determine a second type of operational performance metrics based on the tuned configuration of layer fusion and tensor tiling; performing an auto-tuning process to obtain a plurality of optimal configurations based on the first type of operational performance metrics and the second type of operational performance metrics; and configure the deep learning model according to one of the plurality of optimal configurations.

Abstract: A method of registering a network is applied to a mobile station. The mobile station has a first network module and a second network module. The first network module is for accessing a first network having a third network module. The second and third network modules are for accessing a wideband network. The method of registering the network includes the following steps. First, the second network module transmits an identification code to the third network module via the wideband network. Next, the first network stores the identification code. Finally, the first network notifies, via the first network module, the mobile station that registering succeeds.

Abstract: A message authentication system includes a sender for sending a content message having a content and a signature, and a receiver for receiving the content message. The sender includes a first one-way hash function calculator for calculating a hash value of the content, and a decryption function calculator for decrypting the hash value according to a secure private key to generate the signature. The receiver includes a second one-way hash function calculator for calculating the hash value of the content, and an encryption function calculator for encrypting the signature according to a public key to generate an encrypted signature. The receiver authenticates the content message according to whether the hash value of the sender and the hash value of the encrypted signature are the same.

Abstract: A method of registering a network is applied to a mobile station. The mobile station has a first network module and a second network module. The first network module is for accessing a first network having a third network module. The second and third network modules are for accessing a wideband network. The method of registering the network includes the following steps. First, the second network module transmits an identification code to the third network module via the wideband network. Next, the first network stores the identification code. Finally, the first network notifies, via the first network module, the mobile station that registering succeeds.