Abstract: Methods, system, and apparatus for providing receiving, from a user device, at a computing server, and during a web session on an exchange platform, a set of data including data related to a user-submitted query and interaction data. Using the set of data, a first set of listings is identified that are responsive to the user-submitted query and that correspond listings of a digital component on the platform. The server inputs to a neural network (NN) a set of sequential input features, where the neural network is trained to perform k tasks based on a common set of input data, wherein the k tasks include (1) predicting interaction activity for a candidate listing and (2) predicting affirmative action activity for the candidate listing. The NN generates a set of sequential output scores, which can be used to generate a ranked set of listings.

Abstract: A system includes persistent storage containing data used by software applications, and a server application configured to perform operations, including identifying a subset of the data, where the subset is used to generate a full offline payload for a particular software application and that includes user interface (UI) components selected for the particular software application based on the subset of the data. The operations also include monitoring the subset of the data to identify a modification to particular data and, based on identifying the modification, generating a partial offline payload based on the particular data as modified, where the partial offline payload includes a subset of the UI components, and where each UI component of the subset is updated based on the particular data as modified. The operations further include receiving a request for the partial offline payload and, based on receiving the request, transmitting the partial offline payload.

Abstract: A system includes persistent storage containing data used by software applications, and a server application configured to perform operations, including identifying a subset of the data, where the subset is used to generate a full offline payload for a particular software application and that includes user interface (UI) components selected for the particular software application based on the subset of the data. The operations also include monitoring the subset of the data to identify a modification to particular data and, based on identifying the modification, generating a partial offline payload based on the particular data as modified, where the partial offline payload includes a subset of the UI components, and where each UI component of the subset is updated based on the particular data as modified. The operations further include receiving a request for the partial offline payload and, based on receiving the request, transmitting the partial offline payload.

Abstract: A system includes a memory structure containing a full offline payload including user interface (UI) components and generated by a server application based on corresponding data, and a software application configured to perform operations, including determining that a partial offline payload is available and, based thereon, transmitting, to the server application, a request for the partial offline payload. The operations also include receiving the partial offline payload including a subset of the UI components. Each respective UI component of the subset has been updated based on a modification of the corresponding data. The operations additionally include, for each respective UI component, identifying a corresponding identifier within the partial offline payload and, based thereon, determining a mapping of the respective UI component to a corresponding portion of the full offline payload. The operations further include updating the corresponding portion of the full offline payload based on the mapping.

Abstract: A system includes persistent storage containing data used by software applications, and a server application configured to perform operations, including identifying a subset of the data, where the subset is used to generate a full offline payload for a particular software application and that includes user interface (UI) components selected for the particular software application based on the subset of the data. The operations also include monitoring the subset of the data to identify a modification to particular data and, based on identifying the modification, generating a partial offline payload based on the particular data as modified, where the partial offline payload includes a subset of the UI components, and where each UI component of the subset is updated based on the particular data as modified. The operations further include receiving a request for the partial offline payload and, based on receiving the request, transmitting the partial offline payload.

Abstract: A large scale cell harvesting method for a pack-bed culture device by providing cell growing space that is packed with a plurality of porous matrices and/or matrix means. When a cell detaching step at least comprising shaking or spinning the culture chamber is performed, the unoccupied space is large enough for the porous matrices collide to each other or to the culture chamber to generate momentum whereby the cells detach from the porous matrices to harvest the cells.

Abstract: A large scale cell harvesting method for a pack-bed culture device by providing cell growing space that is loosely packed with a plurality of porous matrixes and/or matrix means. When a cell detaching step at least comprising shaking or spinning the culture chamber is performed, the unoccupied space is large enough for the porous matrixes collide to each other or to the culture chamber to generate momentum whereby the cells detach from the porous matrixes to harvest the cells.