Abstract: Embodiments of the disclosed technologies receive a first-party trained model and a first-party data set from a first-party system into a protected environment, receive a first third-party data set into the protected environment, and, in a data clean room, joining the first-party data set and the first third-party data set to create a joint data set for the particular segment, tuning a first-party trained model with the joint data set to create a third-party tuned model, sending model parameter data learned in the data clean room as a result of the tuning to an aggregator node, receiving a globally tuned version of the first-party trained model from the aggregator node, applying the globally tuned version of the first-party trained model to a second third-party data set to produce a scored third-party data set, and providing the scored third-party data set to a content distribution service of the first-party system.

Abstract: The disclosed embodiments provide a system for managing data conflation. During operation, the system generates matches between a first set of entities in a first dataset from a first data provider and a second set of entities in a second dataset from a second data provider based on comparisons of fields in the first and second datasets. Next, the system modifies a join query for joining the first and second datasets to include operators representing compliance rules for the first or second datasets. The system executes the modified join query to produce a joined dataset that adheres to the compliance rules and stores data related to the joined dataset within a platform that logically isolates the data from additional datasets. During processing of queries of the data, the system modifies the queries to include additional operators that enforce access control policies for the data.

Abstract: The disclosed embodiments provide a system for managing data conflation. During operation, the system generates matches between a first set of entities in a first dataset from a first data provider and a second set of entities in a second dataset from a second data provider based on comparisons of fields in the first and second datasets. Next, the system modifies a join query for joining the first and second datasets to include operators representing compliance rules for the first or second datasets. The system executes the modified join query to produce a joined dataset that adheres to the compliance rules and stores data related to the joined dataset within a platform that logically isolates the data from additional datasets. During processing of queries of the data, the system modifies the queries to include additional operators that enforce access control policies for the data.

Abstract: A system, method, apparatus and graphical user interface are provided for navigating a multi-component application or service—such as an application that executes on a mobile device and that includes multiple features, pages, content items, utilities, settings, etc. A shortcut bar provides rapid access to application components that correspond to multiple shortcuts, and the shortcut bar can be opened, by swiping it, to reveal a set of options associated with an open shortcut (e.g., the shortcut closest to where the user swiped on the bar). The options can be scrolled (e.g., vertically) or swiped in another direction (e.g., sideways) to access options associated with other shortcuts. The shortcut bar and the options provide set paths of navigation to desired content, without regard to the current context (e.g., the displayed content). Navigation paths to the content via the current context will vary, depending on the displayed content.

Abstract: A system, method, apparatus and graphical user interface are provided for navigating a multi-component application or service—such as an application that executes on a mobile device and that includes multiple features, pages, content items, utilities, settings, etc. A shortcut bar provides rapid access to application components that correspond to multiple shortcuts, and the shortcut bar can be opened, by swiping it, to reveal a set of options associated with an open shortcut (e.g., the shortcut closest to where the user swiped on the bar). The options can be scrolled (e.g., vertically) or swiped in another direction (e.g., sideways) to access options associated with other shortcuts. The shortcut bar and the options provide set paths of navigation to desired content, without regard to the current context (e.g., the displayed content). Navigation paths to the content via the current context will vary, depending on the displayed content.

Abstract: This disclosure relates to systems and methods for modifying icon pixels using a badge algorithm. In one example, a method includes receiving an indicator that media content is available, the indicator identifying a badge algorithm among a plurality of badge algorithms; rendering icon pixels to a graphics memory; executing the badge algorithm to modify one or more of the icon pixels by writing to the graphics memory; and causing the icon pixels to be displayed on a display screen.