Abstract: A computer system is configured to provide an intelligent machine-learning (ML) model catalog containing data associated with multiple ML models. The multiple ML models are trained over multiple training datasets respectively, and the intelligent ML model catalog contains at least multiple training data spaces of embeddings generated based on the multiple ML models and the multiple training datasets. In response to receiving a user dataset, for at least one ML model in the plurality of ML models, the computer system is configured to extract a user data space of embeddings based on the at least one ML model and the user dataset, and evaluate the user data space against the training data space to determine whether the at least one ML model is a good fit for the user dataset.

Abstract: A computer implemented method determines differences between documents. The method includes parsing a first document and a second document into respective distinct instances of content. The distinct instances of content are classified into different categories. Category specific matching algorithms are applied to each of the respective instances of content to determine a similarity score for each of the respective instances of content. Semantic differences between the first document and the second document are analyzed as a function of the similarity scores. A characterization of the semantic differences is generated.

Abstract: Facilitating navigation of a computer-navigable graph of sensed features that were gathered by recognition or estimation of one or more features of physical entities that were sensed over time by sensor(s) within a physical space. The computer-navigable graph includes multiple nodes including multiple signal segment nodes and multiple feature nodes. Each of at least some of the signal segment nodes evidence feature(s) represented in feature node(s). Navigation is facilitated by, for each of multiple signal segment nodes, identifying relationship(s) between the corresponding signal segment node and other node(s) of the graph. At navigation time, when a user navigates to the corresponding signal segment nodes, a visualization of any detected relationship may be rendered to the user. When the user interacts with the rendering in such a way as to select the relationship, the user is navigated to the other node.

Abstract: The splitting of an application in response to detected environmental events (such as user input). Such splitting may be performed for purposes of sharing the application. The application is a transformation chain instance. From the detected environmental event(s), it is determined that a portion transformation chain class is to be created from the larger transformation chain class of the application. In response, the portion transformation chain class is created, instantiated and operated. A sharing mechanism may be used to allow the split portion of the application to be shared with other entities without losing control.

Abstract: Operating an application in response to spatial status of objects within a physical environment in which the application operates. A system detects the spatial status (e.g., orientation, movement, position, and so forth) of multiple environmental objects that operate within a physical environment from which input is provided to, and to which output is provided from, an application. The relationship between at least some different environmental objects result in altered a behavior of the application. The spatial status of at least some of the environmental objects is subject to change. Thus, a mechanism is described that allows an application to adjust in a manner that is highly responsive to the physical environment in which the application interfaces.

Abstract: Facilitating navigation of a computer-navigable graph of sensed features that were gathered by recognition or estimation of one or more features of physical entities that were sensed over time by sensor(s) within a physical space. The computer-navigable graph includes multiple nodes including multiple signal segment nodes and multiple feature nodes. Each of at least some of the signal segment nodes evidence feature(s) represented in feature node(s). Navigation is facilitated by, for each of multiple signal segment nodes, identifying relationship(s) between the corresponding signal segment node and other node(s) of the graph. At navigation time, when a user navigates to the corresponding signal segment nodes, a visualization of any detected relationship may be rendered to the user. When the user interacts with the rendering in such a way as to select the relationship, the user is navigated to the other node.

Abstract: Mechanisms for a presentation module to perform distributed interfacing with an application across a plurality of hardware entities. The module identifies the hardware entities that are available to interface with endpoints of an application. The presentation module performs distribution of assignment of hardware entities to interact with the endpoints by, for each of at least some of the hardware entities, determining a subset of endpoints with which the corresponding hardware entities is to interface. Furthermore, the application is operated in that state to thereby detect interaction of at least some of the hardware entities with the application via at least some of the endpoints. Thus, distributed interfacing of hardware entities with an application is facilitated.

Abstract: Gesture recognition and sharing technology that allows a user to gesture to share portions of a user interface. Upon recognizing when a portion selection gesture has been entered on a display, an associated portion of the user interface is identified based on spatial relation of the portion selection gesture. In response, the system causes the associated portion of the user interface to be shared for display on a remote display, perhaps by even sharing the portion of the application that generated the user interface portion. The portion selection gesture may be a position gesture that is centered on the portion to be displayed. The portion selection gesture may be a negative gesture that centers over a portion of the user interface not to be shared. By appropriate combination of position and negative gestures, fine-grained and efficient definition of the set of shared user interface element(s) may be made.

Abstract: Operating an application in response to spatial status of objects within a physical environment in which the application operates. A system detects the spatial status (e.g., orientation, movement, position, and so forth) of multiple environmental objects that operate within a physical environment from which input is provided to, and to which output is provided from, an application. The relationship between at least some different environmental objects result in altered a behavior of the application. The spatial status of at least some of the environmental objects is subject to change. Thus, a mechanism is described that allows an application to adjust in a manner that is highly responsive to the physical environment in which the application interfaces.

Abstract: Mechanisms for a presentation module to perform distributed interfacing with an application across a plurality of hardware entities. The module identifies the hardware entities that are available to interface with endpoints of an application. The presentation module performs distribution of assignment of hardware entities to interact with the endpoints by, for each of at least some of the hardware entities, determining a subset of endpoints with which the corresponding hardware entities is to interface. Furthermore, the application is operated in that state to thereby detect interaction of at least some of the hardware entities with the application via at least some of the endpoints. Thus, distributed interfacing of hardware entities with an application is facilitated.

Abstract: The splitting of an application in response to detected environmental events (such as user input). Such splitting may be performed for purposes of sharing the application. The application is a transformation chain instance. From the detected environmental event(s), it is determined that a portion transformation chain class is to be created from the larger transformation chain class of the application. In response, the portion transformation chain class is created, instantiated and operated. A sharing mechanism may be used to allow the split portion of the application to be shared with other entities without losing control.

Abstract: A user interface to share portions of applications between hardware entities and users thereof. The user interface is configured such that a user may select a portion of the user interface (and potentially also use redaction interactions) to identify an appropriate portion of the user interface to share. The user may also select a target hardware entity for that selected portion. Then, the portion of the application that generates that portion (appropriately redacted) of the user interface is shared with the selected target hardware entity. When that selected portion is run on that target entity, the associated user(s) will thus see the portion of the user interface (appropriately redacted). Accordingly, a user may quickly share portions of an application with another user via the use of refined portion selection interactions, and potentially also redaction user interactions.