Semantic Communication
AssigneeApple Inc.
InventorsDanila ZAEV, Ahmed M SOLIMAN, Ayman F NAGUIB, Kenza HAMIDOUCHE, Sabine ROESSEL
Life of this patent
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Abstract
An apparatus configured to receive data inputs corresponding to a plurality of data objects that are to be transmitted, process the data inputs to generate a semantic representation of each of the data objects, wherein the semantic representation comprises a semantic distance for each of the data objects, wherein the semantic distance relates each of the data objects to each other and prepare, for transmission, the semantic representations of the data objects.
Claims20
An apparatus comprising processing circuitry configured to:
- receive data inputs corresponding to a plurality of data objects that are to be transmitted;
- process the data inputs to generate a semantic representation of each of the data objects, wherein the semantic representation comprises a semantic distance for each of the data objects, wherein the semantic distance relates each of the data objects to each other;
- and
- prepare, for transmission, the semantic representations of the data objects.
An apparatus comprising processing circuitry configured to:
- jointly train a variational autoencoder (VAE) and a VAE decoder based on a training data set comprising data related to semantic distance;
- add a scaling layer to the VAE to generate a semantic processing model;
- eliminate noise dimensions from the VAE;
- and
- train a semantic processing reconstruction model based on the training data set, the semantic processing model and data generated from eliminating the noise dimensions.
An apparatus comprising processing circuitry configured to:
- receive a data input corresponding a data object to be transmitted;
- process the data input to generate a semantic representation of the data object;
- generate an Internet Protocol (IP) packet comprising the semantic representation and a header indicating a data type of the semantic representation;
- and
- generate a transport block (TB) comprising a soft delivery part and an exact delivery part, wherein the soft delivery part comprises the semantic representation of the data object.
Dependencies are inferred from the claim text.