Abstract: System and methods for generating user interface elements are disclosed. Generating user interface elements includes receiving a request for interface elements associated with at least one of one or more candidate items, generating a user affinity score for the candidate interface elements and generating a candidate item affinity score for the candidate items and the candidate interface elements. In response to the request for interface elements, generating a combined affinity score for each candidate item, generating a plurality of interface elements for the candidate items, ranking the plurality of interface elements based on the combined affinity score for the interface elements and the candidate items, selecting a subset of the plurality of interface elements for the candidate items, and generating a set of instructions to cause the subset of the interface elements to be displayed in conjunction with the corresponding candidate items on a user interface.

Abstract: System and methods for generating user interface elements are disclosed. Generating user interface elements includes receiving a request for a user interface including one or more candidate items selecting a set of interface elements for display in conjunction with at least one of the one or more candidate items, obtaining a quantity of available interface element locations based on a quantity of the one or more candidate items, selecting a subset of interface elements from the set of interface elements based on a first selection criteria, and generating a set of instructions to cause a device to generate a user interface including the subset of interface elements displayed in conjunction with a corresponding one of the one or more candidate items.