Systems and methods provide techniques for spatially dynamic document retrieval. In one embodiments, a method includes determining a current spatial-temporal state for a mobile device associated with a target user profile; accessing a document object repository comprising a plurality of document objects, wherein each document object of the plurality of document objects comprises one or more contextual labels and one or more spatial labels; for each document object of the plurality of document objects, determining a spatial-temporal relevance score for the document object with respect to the target user profile based on the one or more contextual labels for the document object, the one or more spatial labels for the document object, and the current spatial-temporal state of the target user profile; and generating a spatially dynamic document prediction interface based on the spatial-temporal relevance score for each document object of the plurality of document objects.