Distributed machine learning with privacy protection

    公开(公告)号:US11755884B2

    公开(公告)日:2023-09-12

    申请号:US16545813

    申请日:2019-08-20

    CPC classification number: G06N3/045 G06N3/048 G06N20/20

    Abstract: A system having multiple devices that can host different versions of an artificial neural network (ANN). In the system, changes to local versions of the ANN can be combined with a master version of the ANN. In the system, a first device can include memory that can store the master version, a second device can include memory that can store a local version of the ANN, and there can be many devices that store local versions of the ANN. The second device (or any other device of the system hosting a local version) can include a processor that can train the local version, and a transceiver that can transmit changes to the local version generated from the training. The first device can include a transceiver that can receive the changes to a local version, and a processing device that can combine the received changes with the master version.

    Memory devices with selective page-based refresh

    公开(公告)号:US11621029B2

    公开(公告)日:2023-04-04

    申请号:US17539052

    申请日:2021-11-30

    Inventor: Ameen D. Akel

    Abstract: Several embodiments of memory devices and systems with selective page-based refresh are disclosed herein. In one embodiment, a memory device includes a controller operably coupled to a main memory having at least one memory region comprising a plurality of memory pages. The controller is configured to track, in one or more refresh schedule tables stored on the memory device and/or on a host device, a subset of memory pages in the plurality of memory pages configured to be refreshed according to a refresh schedule. In some embodiments, the controller is further configured to refresh the subset of memory pages in accordance with the refresh schedule.

    Distributed computing based on memory as a service

    公开(公告)号:US11481334B2

    公开(公告)日:2022-10-25

    申请号:US17319002

    申请日:2021-05-12

    Abstract: Systems, methods and apparatuses of distributed computing based on Memory as a Service are described. For example, a set of networked computing devices can each be configured to execute an application that accesses memory using a virtual memory address region. Each respective device can map the virtual memory address region to the local memory for a first period of time during which the application is being executed in the respective device, map the virtual memory address region to a local memory of a remote device in the group for a second period of time after starting the application in the respective device and before terminating the application in the respective device, and request the remote device to process data in the virtual memory address region during at least the second period of time.

    Memory chip having an integrated data mover

    公开(公告)号:US11416422B2

    公开(公告)日:2022-08-16

    申请号:US16573780

    申请日:2019-09-17

    Abstract: A memory chip having a first set of pins configured to allow the memory chip to be coupled to a first microchip or device via first wiring. The memory chip also having a second set of pins configured to allow the memory chip to be coupled to a second microchip or device via second wiring that is separate from the first wiring. The memory chip also having a data mover configured to facilitate access to the second microchip or device, via the second set of pins, to read data from the second microchip or device and write data to the second microchip or device. Also, a system having the memory chip, the first microchip or device, and the second microchip or device.

    MEMORY ACCESSING WITH AUTO-PRECHARGE

    公开(公告)号:US20210193209A1

    公开(公告)日:2021-06-24

    申请号:US16719907

    申请日:2019-12-18

    Abstract: Methods, systems, and devices for memory accessing with auto-precharge are described. For example, a memory system may be configured to support an activate with auto-precharge command, which may be associated with a memory device opening a page of memory cells, latching respective logic states stored by the memory cells at a row buffer, writing logic states back to the page of memory cells, and maintaining the latched logic states at the row buffer (e.g., while maintaining power to latches of the row buffer, after closing the page of memory cells, while the page of memory cells is closed).

    MEMORY CHIP HAVING AN INTEGRATED DATA MOVER

    公开(公告)号:US20210081336A1

    公开(公告)日:2021-03-18

    申请号:US16573780

    申请日:2019-09-17

    Abstract: A memory chip having a first set of pins configured to allow the memory chip to be coupled to a first microchip or device via first wiring. The memory chip also having a second set of pins configured to allow the memory chip to be coupled to a second microchip or device via second wiring that is separate from the first wiring. The memory chip also having a data mover configured to facilitate access to the second microchip or device, via the second set of pins, to read data from the second microchip or device and write data to the second microchip or device. Also, a system having the memory chip, the first microchip or device, and the second microchip or device.

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