摘要:
An apparatus with a neural network operation of homomorphic encrypted data includes: one or more processors configured to: generate homomorphic conjugation data of encrypted data based on the encrypted data, wherein the encrypted data corresponds to an output of each of a plurality of layers included in a neural network; and remove noise of the encrypted data based on the encrypted data and the homomorphic conjugation data.
摘要:
An electronic device and authentication processing method for operating the electronic device is provided. The authentication processing method includes transmitting to an external server credential information input in the electronic device through a user interface, receiving an authentication request of the credential information, processing the authentication request based on the credential information stored in the electronic device, or determining whether to transmit the authentication request through the communication module based on the credential information stored in the external server.
摘要:
An apparatus and method with encrypted data neural network operation is provided. The apparatus includes one or more processors configured to execute instructions and one or more memories storing the instructions, wherein the execution of the instructions by the one or more processors configures the one or more processors to generate a target approximate polynomial, approximating a neural network operation, of a portion of a neural network model, using a determined target approximation region, for the target approximate polynomial, based on a first approximate polynomial generated based on parameters corresponding to a generation of the first approximate polynomial, a maximum value of input data to the portion of the neural network layer, and a minimum value of the input data, and generate a neural network operation result using the target approximate polynomial and the input data.
摘要:
An apparatus includes one or more processors configured to execute instructions; and one or more memories storing the instructions; wherein the execution of the instructions by the one or more processors configures the one or more processors to generate an approximate polynomial, approximating a neural network operation, of a portion of a deep neural network model that is configured to receive input data, by using weighted least squares based on parameters corresponding to the generation of the approximate polynomial, a mean of the input data, and a standard deviation of the input data; and generate a homomorphic encrypted data operation result based on the input data and the approximate polynomial that approximates the neural network operation.
摘要:
A method and apparatus for processing a ciphertext based on homomorphic encryption. The method includes determining an approximate polynomial corresponding to a modulus reduction for bootstrapping a ciphertext based on samples extracted from the modulus reduction, and bootstrapping the ciphertext based on the approximate polynomial.
摘要:
An encryption method and apparatus based on homomorphic encryption using a composition of functions. The encryption method includes generating a ciphertext by encrypting data, and bootstrapping the ciphertext by performing a modular reduction based on a composition of a function for a modulus corresponding to the ciphertext.
摘要:
An electronic device and a method for commonly using the electronic device are provided. The electronic device includes a housing, a memory disposed in the housing, a communication circuit in communication with at least one external device, and a processor electrically connected to the memory and the communication circuit. The processor is configured to control for installing at least one application on the memory in response to a login request from a user, receiving a logout request from the user after the at least one application is installed, transmitting data associated with the at least one application to the at least one external device using the communication circuit in response to the logout request, and deleting at least a portion of the at least one application and the data associated with the at least one application from the memory.
摘要:
A capillary exchange system of a semiconductor wire bonding includes a wire bond unit having a chuck that includes a holding portion for holding a capillary for semiconductor wire bonding, a holding release guide unit for mechanically acting on the chuck of the wire bond unit to allow the capillary to be held by the holding portion or released from the holding portion, and a capillary exchange unit for separating the capillary from the chuck of the wire bond unit and installing a new capillary in the chuck in cooperation with the holding release guide unit.