Abstract: A method of learning a task model and a language model according to an embodiment of the present application includes: acquiring log data for each user for a content set consumed by a plurality of users and content included in the content set; acquiring text embedding for the content included in the content set through a pretrained language model (PLM); acquiring an output value related to a task from the text embedding and the log data through a task model; updating a weight of the task model based on the output value and a target value of the task; and acquiring back-propagation information for training the language model from the task model, and training the language model based on the back-propagation information.

Abstract: An object detection method of a vehicle LiDAR system may be disclosed. The object detection method includes calculating, based on LiDAR point data of a previous time point and LiDAR point data of a current time point of an object to track, a representative vector value representing a movement variation of the LiDAR point data from the previous time point to the current time point; and extracting heading information of the object to track based on the representative vector value.

Abstract: The present invention relates to an electronic device and a method of controlling the same. An electronic device according to an embodiment of the present invention converts the state of a page displayed on a touchscreen to a standby state through rear input and cancels the standby state upon release of the rear input, thereby providing a page corresponding to a desired time when the rear input is released.

Abstract: The present invention relates to an electronic device and a method of controlling the same. An electronic device according to an embodiment of the present invention converts the state of a page displayed on a touchscreen to a standby state through rear input and cancels the standby state upon release of the rear input, thereby providing a page corresponding to a desired time when the rear input is released.

Abstract: A linear compressor is provided. Unnecessary parts of a motor cover of the compressor are bent toward a rear cover in an axis direction to form supporting ends of the motor cover, and the supporting ends of the motor cover are welded directly to the rear cover, thereby considerably cutting down the material cost.

Abstract: Provided are mixed ligand metal nanoparticle chemical sensors in which metal nanoparticles are encapsulated by at least two kinds of different molecule ligands having a relatively low conductivity and various composition ratios, and a chemical sensor array in which a film of the metal nanoparticle sensor is formed on the substrate. The metal nanoparticle sensor using the mixed ligand improves sensitivity and reaction speed with respect to an analyte, and selectivity with respect to various analytes, and a kind and a composition of a ligand of the mixed ligand constituting the metal nanoparticle sensor are adjusted to allow the high sensitivity nanoparticle sensor to be applied to the sensor array technology, thereby enabling a design of sensor properties as well as systematic access to a configuration of the sensor array the most efficient for the analytes.

Abstract: Provided is a sensor structure comprising a heater and a temperature sensor at the center of a membrane having a well structure, allowing a temperature to be rapidly controlled with low power, and the object is analyzed using a conductivity change measured at two or more substrate temperatures with a pair of detecting electrode and a detecting layer implemented on the heater, wherein the sensing layer can include a conductive particle and a non-conductive organic composite.

Abstract: A discharge valve is adapted to a linear compressor which is elastically supported in an axial direction by a discharge valve spring and which opens/closes a compression space defined between a cylinder and a piston, the discharge valve comprising: a body made from a metal material; and a coating layer made from a plastic material to wrap the body. The linear compressor provided with such a discharge valve is ensured with a satisfactory level of strength with less use of materials.

Abstract: The present invention provides a linear compressor, including: a cylinder having a compression space of refrigerant therein; a piston linearly reciprocated inside the cylinder to compress the refrigerant; a supporter connected to the back of the piston; a plurality of front and rear main springs for elastically supporting the supporter; a motor cover installed at the front of the supporter with a predetermined interval in an axis direction to support the front main springs, a pair of supporting ends being formed by partially cutting an inner portion of the motor cover and bent backward; and a rear cover installed at the back of the supporter with a predetermined interval in an axis direction to support the rear main springs, and fixedly welded to the supporting ends of the motor cover. Unnecessary parts of the motor cover can be welded to the rear cover to prevent a material loss, and a mass-production process can be simplified to improve productivity.

Abstract: Disclosed is an apparatus for encrypting/decrypting a real-time input stream. The present invention includes a control unit, a key schedule unit, and a block round unit. Accordingly, the present invention realizes the encryption and decryption of AES algorithm in a manner of hardware, thereby enabling to carry out the encryption and decryption of the real-time input stream real-timely. And, the present invention finds the key for encryption or decryption of one block every round when realizing the encryption and decryption of the AES algorithm in a hardware manner, and then outputs the found keys to the block round unit. The present invention reduces the size of the key register required for the encryption/decryption of block data, thereby enabling to reduce a size of hardware as well as cost of product.

Abstract: A drum type washing machine capable of preventing/reducing damage to a damper fixing unit provided on a bottom plate for securing a damper at a fixed position by a reinforced rigidity of the damper fixing unit. The drum type washing machine includes a water tub installed in a body, at least one damper to support the water tub, and a damper fixing unit provided on the bottom plate of the body to secure the damper at a fixed position. The damper fixing unit is formed via cutting of the bottom plate and has a reinforced rigidity by a reinforcing portion formed around each cut portion of the bottom plate.

Abstract: Provided is an exercise fitness machine that can be varied in weight in a minute unit in accordance with a body condition of a user and easily transformed in accordance with a developing portion of the body, thereby maximizing convenience in use and efficiency of exercise. The exercise/fitness machine includes a base frame, a muscular strength member that is provided on an upper end of the base frame to develop muscular strength of an upper or lower body of a user, and a weight varying unit provided between the base frame and the muscular developing member and including a damper containing magnetorheological fluid to vary a weight sense in accordance with a user's selection.

Abstract: A method and apparatus for storing/reproducing a transport stream and a digital receiver using the same are disclosed. The method for storing the transport stream includes the steps of receiving a TS, selecting a storing stream type for the TS, and transcoding the TS into a PES or PS according to the selected stream type and storing the transcoded stream, or storing the TS as it is. Accordingly, the structure for storing the PS or TS overcomes incompatibility of the stored stream and difficulty in the rate control at the time of reproduction in the general PVR.

Abstract: Disclosed is an apparatus for encrypting/decrypting a real-time input stream. The present invention includes a control unit, a key schedule unit, and a block round unit. Accordingly, the present invention realizes the encryption and decryption of AES algorithm in a manner of hardware, thereby enabling to carry out the encryption and decryption of the real-time input stream real-timely. And, the present invention finds the key for encryption or decryption of one block every round when realizing the encryption and decryption of the AES algorithm in a hardware manner, and then outputs the found keys to the block round unit. The present invention reduces the size of the key register required for the encryption/decryption of block data, thereby enabling to reduce a size of hardware as well as cost of product.

Abstract: A supporter for a clothes washing machine and a clothes drying apparatus for smoothly sliding a drawer in and out of a case regardless of temperature change by improving the structure of the drawer to be installed in the case. The supporter includes a case to support a clothes washing machine or a clothes drying apparatus and a drawer to be inserted into the case. The drawer includes a main body having an accommodating space, slide rails to be coupled with lateral sides of the main body, a connecting member to connect and support the slide rails, and a front panel to be coupled with a front side of the main body. The slide rails and the connecting member include first screw holes, and the main body further includes bosses at the lateral sides and the rear side of the main body. The bosses include second screw holes corresponding to the first screw holes. The connecting member and the main body include a position determining hole and a position determining protrusion at respective rear central portions.

Abstract: Disclosed is an apparatus for encrypting/decrypting a real-time input stream. The present invention includes a control unit, a key schedule unit, and a block round unit. Accordingly, the present invention realizes the encryption and decryption of AES algorithm in a manner of hardware, thereby enabling to carry out the encryption and decryption of the real-time input stream real-timely. And, the present invention finds the key for encryption or decryption of one block every round when realizing the encryption and decryption of the AES algorithm in a hardware manner, and then outputs the found keys to the block round unit. The present invention reduces the size of the key register required for the encryption/decryption of block data, thereby enabling to reduce a size of hardware as well as cost of product.