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• W3154178545 abstract "We present a novel autoencoder-based approach for designing codes that provide unequal error protection (UEP) capabilities. The proposed design is based on a generalization of an autoencoder loss function that accommodates both message-wise and bit-wise UEP scenarios. In both scenarios, the generalized loss function can be adjusted using an associated weight vector to trade off error probabilities corresponding to different importance classes. For message-wise UEP, we compare the proposed autoencoder-based UEP codes with a union of random coset codes. For bit-wise UEP, the proposed codes are compared with UEP rateless spinal codes and the superposition of random Gaussian codes. In all cases, the autoencoder-based codes show superior performance while providing design simplicity and flexibility in trading off error protection among different importance classes." @default.
• W3154178545 created "2021-04-26" @default.
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• W3154178545 date "2021-04-16" @default.
• W3154178545 modified "2023-09-27" @default.
• W3154178545 title "Autoencoder-Based Unequal Error Protection Codes" @default.
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• W3154178545 hasPublicationYear "2021" @default.
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