Abstract: A method includes obtaining first training data having multiple first linguistic samples. The method also includes generating second training data using the first training data and multiple symmetries. The symmetries identify how to modify the first linguistic samples while maintaining structural invariants within the first linguistic samples, and the second training data has multiple second linguistic samples. The method further includes training a machine learning model using at least the second training data. At least some of the second linguistic samples in the second training data are selected during the training based on a likelihood of being misclassified by the machine learning model.

Abstract: A method includes obtaining first training data having multiple first linguistic samples. The method also includes generating second training data using the first training data and multiple symmetries. The symmetries identify how to modify the first linguistic samples while maintaining structural invariants within the first linguistic samples, and the second training data has multiple second linguistic samples. The method further includes training a machine learning model using at least the second training data. At least some of the second linguistic samples in the second training data are selected during the training based on a likelihood of being misclassified by the machine learning model.

Abstract: A computing device may include one or more dynamically configurable user input devices. In one example, a triggering event, such as, for example, a user input at a user interface of the computing device, may be detected in connection with an application running on the computing device. In response to the detected triggering event, individual elements of the user interface, such as, for example, keys of a keyboard, may be configured, and/or re-configured, to correspond to the input received and/or the application running on the computing device.

Abstract: A system and method is disclosed for transferring notifications between multiple computing devices. A notification is provided for display at a first computing device associated with a user account. An indication is received of a user gesture for moving the notification to a second computing device associated with the user account, the second computing device being remote from the first computing device. In response to the indication, the notification is provided to the second computing device for display at the second computing device and removed from the first computing device so that the notification is no longer displayed at the first computing device.

Abstract: A computing device may include one or more dynamically configurable user input devices. In one example, a triggering event, such as, for example, a user input at a user interface of the computing device, may be detected in connection with an application running on the computing device. In response to the detected triggering event, individual elements of the user interface, such as, for example, keys of a keyboard, may be configured, and/or re-configured, to correspond to the input received and/or the application running on the computing device.

Abstract: A computing device may include one or more dynamically configurable user input devices. In one example, a triggering event, such as, for example, a user input at a user interface of the computing device, may be detected in connection with an application running on the computing device. In response to the detected triggering event, individual elements of the user interface, such as, for example, keys of a keyboard, may be configured, and/or re-configured, to correspond to the input received and/or the application running on the computing device.

Abstract: A system and method is disclosed for transferring notifications between multiple computing devices. A notification is provided for display at a first computing device associated with a user account. An indication is received of a user gesture for moving the notification to a second computing device associated with the user account, the second computing device being remote from the first computing device. In response to the indication, the notification is provided to the second computing device for display at the second computing device and removed from the first computing device so that the notification is no longer displayed at the first computing device.

Abstract: A system and method is disclosed for transferring notifications between multiple computing devices. A notification is provided for display at a first computing device associated with a user account. An indication is received of a user gesture for moving the notification to a second computing device associated with the user account, the second computing device being remote from the first computing device. In response to the indication, the notification is provided to the second computing device for display at the second computing device and removed from the first computing device so that the notification is no longer displayed at the first computing device.

Abstract: A system and method is disclosed for sharing device capabilities between computing devices. A plurality of device capabilities are registered with a server. A first computing device, on identifying an operation to be performed by an application on the first computing device, accesses the server and determines one of the registered device capabilities to perform the operation. The operation is then reassigned from the first computing device to the second computing device based on the determination of the device capability. The operation is performed by the second computing device and the result of the operation provided to the first computing device.

Abstract: A method is disclosed for performing actions in a computing device based on sensor data from remote devices. While in a power-savings mode, the computing device monitors for activity associated with a mobile device. Based on the monitoring for activity data, the computing device receives an indication that a user of the mobile device intends to use the computing device. Based on the indication, the computing device switches from the power-saving mode to a warming mode, the warming mode comprising restoring power to the one or more components and initiating loading the operational state of the computing device before the user physically interacts with the computing device.

Abstract: A computing device may include one or more dynamically configurable user input devices. In one example, a triggering event, such as, for example, a user input at a user interface of the computing device, may be detected in connection with an application running on the computing device. In response to the detected triggering event, individual elements of the user interface, such as, for example, keys of a keyboard, may be configured, and/or re-configured, to correspond to the input received and/or the application running on the computing device.

Abstract: A method is disclosed for performing actions in a computing device based on sensor data from remote devices. While in a power-savings mode, the computing device monitors for activity associated with a mobile device. Based on the monitoring for activity data, the computing device receives an indication that a user of the mobile device intends to use the computing device.

Abstract: A system and method is disclosed for transferring notifications between multiple computing devices. A notification is provided for display at a first computing device associated with a user account. An indication is received of a user gesture for moving the notification to a second computing device associated with the user account, the second computing device being remote from the first computing device. In response to the indication, the notification is provided to the second computing device for display at the second computing device and removed from the first computing device so that the notification is no longer displayed at the first computing device.

Abstract: A system and method is disclosed for transferring application state between devices. A server stores state objects for applications operating on a first device. The server receives, from a second device, a request for device state information associated with the first computing device. In response to the request, the server provides device state information to the second device, the device state information comprising an application enumeration of the applications operating on the first device. In response to receiving a selected one of the applications in the application enumeration, the server provides the second device a state object corresponding to the selected application, and the second device opens a local instance of the application using state provided by the state object.

Abstract: Aspects of the subject technology relate to a robotic finger digit including a distal finger joint coupled between a distal finger part and a middle finger part, a middle finger joint coupled between the middle finger part and a proximal finger part and an extend tendon coupled at a first end to the distal finger joint, and coupled at a second end to an actuation device. In certain aspects, the robotic finger can further include a flex tendon coupled at a first end to the distal finger joint, and coupled at a second end to the actuation device, wherein the actuation device is configured to move the extend tendon and the flex tendon substantially the same distance in order to flex and/or extend the robotic finger digit.

Abstract: Aspects of the subject technology relate to a robotic finger digit including a distal finger joint coupled between a distal finger part and a middle finger part, a middle finger joint coupled between the middle finger part and a proximal finger part and an extend tendon coupled at a first end to the distal finger joint, and coupled at a second end to an actuation device. In certain aspects, the robotic finger can further include a flex tendon coupled at a first end to the distal finger joint, and coupled at a second end to the actuation device, wherein the actuation device is configured to move the extend tendon and the flex tendon substantially the same distance in order to flex and/or extend the robotic finger digit.

Abstract: A robotic hand assembly comprising: a hand section comprising: at least one digit provided with at least one actuatable joint; and a control section comprising: at least one actuation device, the at least one actuation device comprising: a sensing module configured to sense a force applied to a tendon coupled at a first end to the at least one actuatable joint; and an actuation module configured to actuate the at least one actuatable joint.

Abstract: A robotic hand assembly comprising: a hand section comprising: at least one digit provided with at least one actuatable joint; and a control section comprising: at least one actuation device, the at least one actuation device comprising: a sensing module configured to sense a force applied to a tendon coupled at a first end to the at least one actuatable joint; and an actuation module configured to actuate the at least one actuatable joint.