Abstract: A display panel including a substrate; a light-emitting element; and a light-shielding layer. The light-emitting element is located at a side of the substrate and includes a primary light-emitting element and an auxiliary light-emitting element. The light-shielding layer is located at a side of the light-emitting element facing away from the substrate and includes a first opening corresponding to the primary light-emitting element. The auxiliary light-emitting element is arranged at a periphery of the primary light-emitting element.

Abstract: A multidimensional knowledge transfer model for predicting CTR of a computational ad, the multidimensional knowledge transfer model comprises: a pre-processor for building an ad group node graph based on similarities among ad group nodes, an ad campaign node graph from merging the ad group node graph, and an ad account node graph from merging the ad campaign node graph. The multidimensional knowledge transfer model further comprises a multi-knowledge CTR prediction model for each of the ad account, ad campaign, and ad group layers. The multi-knowledge CTR prediction model predicts the respective node's CTR from the ad account node graph, ad campaign node graph, or ad group node graph, features of the audience group, and features of the node having its CTR predicted appended with the hidden vector of its parent node extracted from the upper layer multi-knowledge CTR prediction model.

Abstract: An apparatus for managing data messages comprises: one or more producers generating data streams containing data messages of varying sizes that required processing; one or more consumers for processing the data messages; a multi-message queues sub-system for queuing data messages having different processing time durations; a rate limiter for discriminating data messages based on processing speed for queuing the data messages in one or the other message queue of the multi-message queues sub-system; a fair dispatcher for dispatching the data messages to one or more consumers according to their processing statuses to maximize the processing capacity of the apparatus; and a task splitter for splitting data messages that are deemed too large.