CONTINUAL LEARNING METHOD AND APPARATUS
    61.
    发明公开

    公开(公告)号:US20240220809A1

    公开(公告)日:2024-07-04

    申请号:US18392227

    申请日:2023-12-21

    CPC classification number: G06N3/091 G06N3/045

    Abstract: A computing device performs a continual learning method of learning a plurality of task in a sequential order. The computing device uses, in a forward pass of a neural network for learning a current task of the plurality of tasks, a plurality of weights including selected weights, the selected weights being selected in a previous task of the plurality of tasks, freezes the selected weights and updates weights excluding the selected weights from the plurality of weights in a backward pass of the neural network for learning the current task, obtains a binary mask for selecting some weights of the plurality of weights based on a weight score of each of the plurality of weights, and finds a subnetwork of the neural network for the current task based on the binary mask.

    LIGHT EMITTING DEVICE
    62.
    发明公开

    公开(公告)号:US20240215297A1

    公开(公告)日:2024-06-27

    申请号:US18516391

    申请日:2023-11-21

    CPC classification number: H10K50/844 H10K50/115 H10K85/151 H10K59/873

    Abstract: A light emitting device is described, which has a first encapsulation film enclosing an outside and a top surface of a light emitting diode. The first encapsulation film comprises an organic thin film of a fluorine-based polymer and an inorganic material infiltrated into a void of the fluorine-based polymer and linked chemically to the fluorine-based polymer. Optionally, a second encapsulation film can be disposed between a substrate and the light emitting diode. The encapsulation film provides a moisture barrier, while being flexible. Since the encapsulation film provides improved barrier properties to moisture and the like, the light emitting device can maintain good current density, luminous efficiency and luminance. The light emitting device can be a display device, a lighting device, a touch screen, etc.

    METHOD OF PROVIDING EXPLANATION OF ARTIFICIAL INTELLIGENCE MODEL BASED ON PLUG-AND-PLAY MODE

    公开(公告)号:US20240202596A1

    公开(公告)日:2024-06-20

    申请号:US18540252

    申请日:2023-12-14

    Inventor: Jae Sik CHOI

    CPC classification number: G06N20/00

    Abstract: A method of providing an explanation of an artificial intelligence model based on a plug-and-plug mode includes a service provider server setting a type of an artificial intelligence model, a plug-and-play manager recognizing an artificial intelligence model and creating a list of available explanation modules on the basis of a recognition result when the artificial intelligence model is input, the service provider server providing key information on explanation modules to a user terminal, the user terminal selecting one of the explanation modules and notifying the service provider server of the selected explanation module, the plug-and-play manager deriving the selected explanation module from among the explanation modules in the list, and the derived explanation module providing an explanation of the input artificial intelligence model to the user terminal.

    MULTI-LEVEL DATA STORAGE DEVICE AND OPERATION METHOD THEREOF

    公开(公告)号:US20240192853A1

    公开(公告)日:2024-06-13

    申请号:US18453967

    申请日:2023-08-22

    CPC classification number: G06F3/061 G06F3/0653 G06F3/0673

    Abstract: A multi-level data storage device includes a first storage device; a second storage device located at a lower level than the first storage device; an input/output (I/O) control circuit configured to control a first write operation for the first storage device and a second write operation for the second storage device; and an imbalance control circuit configured to calculate an imbalance index corresponding to a write set that is generated when a sum of a number of first write operations and a number of the second write operations becomes a predetermined number, and configured to control the I/O control circuit to control imbalance of write operations performed in the multi-level data storage device by controlling the first write operation or the second write operation based on the imbalance index.

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