Abstract: A method for contrastive learning by selecting dropout ratios and locations based on reinforcement learning includes receiving training data having a positive sample corresponding to a target and negative samples not corresponding to the target. A dropout policy for a neural network is produced based on the training data, where the dropout policy identifies at least one connection between neurons in the neural network to dropout. The training data is encoded, based on the dropout policy, to form embeddings, where the embeddings include multiple positive sample embeddings corresponding to the positive sample and multiple negative sample embedding corresponding to the negative samples.

Abstract: This application discloses an information display method and apparatus, a device, a storage medium, and a program product, relating to the field of computer and Internet technologies. The method includes displaying an interface presenting a map of a geographic region; displaying at least one information label related to the geographic region in the interface, and marking a geographic location associated with the information label on the map, each information label corresponding to at least one piece of information; and displaying information corresponding to a target information label in response to an operation on the target information label.

Abstract: A method and system for combining tabs of a tabbed document interface (“TDI”) is provided. A combinable TDI system allows tabs of a TDI to be combined to form a single tab of the TDI. To combine tabs, the combinable TDI system generates a combined tab name from the tab names of the tabs to be combined and combined tab content from the content of the tabs to be combined. If the width of the content is greater than what can be currently displayed in the window, the combinable TDI system may add a scroll bar to the TDI so that the user can scroll and make visible portions of the content that were previously not visible. The combinable TDI system then displays the combined tab and removes the tabs that have been combined. The combinable TDI system may also allow a user to split a combined tab into separate tabs.

Abstract: A method and system for combining tabs of a tabbed document interface (“TDI”) is provided. A combinable TDI system allows tabs of a TDI to be combined to form a single tab of the TDI. To combine tabs, the combinable TDI system generates a combined tab name from the tab names of the tabs to be combined and combined tab content from the content of the tabs to be combined. If the width of the content is greater than what can be currently displayed in the window, the combinable TDI system may add a scroll bar to the TDI so that the user can scroll and make visible portions of the content that were previously not visible. The combinable TDI system then displays the combined tab and removes the tabs that have been combined. The combinable TDI system may also allow a user to split a combined tab into separate tabs.