APPARATUSES, SYSTEMS, AND METHODS FOR ACTIVE PREDICTIVE CODING NETWORKS

    公开(公告)号:US20240232644A1

    公开(公告)日:2024-07-11

    申请号:US18408173

    申请日:2024-01-09

    CPC classification number: G06N3/096 G06N3/045

    Abstract: An active predictive coding network (APCN) is a multi-level network which may break down larger problems into constituent parts. APCNs solve problems compositionally by composing solutions using sequences of previously learned solutions to sub-problems. Considering a pair of adjacent levels, the higher level network includes a state vector and an action vector as well as a state network and action network. At a higher-level ‘macrostep’ the state network updates the state vector and the action network updates the action vector and lower-level state and action networks are generated (or updated) based on the updated state and action vectors respectively. For a number of lower-level ‘microsteps’ the lower-level state network updates a lower-level state vector and the lower-level action network updates a lower-level action vector. The higher-level network may be updated based on the operation of the lower-level network.

    SYSTEMS AND METHODS FOR BRAIN STIMULATION FOR RECOVERY FROM BRAIN INJURY, SUCH AS STROKE

    公开(公告)号:US20190321639A1

    公开(公告)日:2019-10-24

    申请号:US16389823

    申请日:2019-04-19

    Abstract: Systems and methods for promoting neuroplasticity in a brain of a subject to improve and/or restore neural function are disclosed herein. One such method includes detecting residual movement and/or muscular activity in a limb of the subject, such as a paretic limb. The method further includes generating a stimulation pattern based on the detected movement and/or muscular activity, and stimulating the brain of the subject with the stimulation pattern. It is expected that delivering stimulation based on the detected residual movement and/or muscular activity of the limb will induce neuroplasticity for restoring neural function, such as control of the limb. A second method involves detecting brain signals and delivering contingent stimulation. A third method involves delivering pairs of successive stimulus patterns to two brain sites, controlled either by preprogrammed sequences or contingent on neural or muscular activity or movement.

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