Abstract: The embodiments are directed towards providing personalized federated learning (PFL) models via sharable federated basis models. A model architecture and learning algorithm for PFL models is disclosed. The embodiments learn a set of basis models, which can be combined layer by layer to form a personalized model for each client using specifically learned combination coefficients. The set of basis models are shared with each client of a set of the clients. Thus, the set of basis models is common to each client of the set of clients. However, each client may generate a unique PFL based on their specifically learned combination coefficients. The unique combination of coefficients for each client may be encoded in a separate personalized vector for each of the clients.

Abstract: A substrate includes a driving backplane, a plurality of first connecting lines and a plurality of second connecting lines. The driving backplane includes a base substrate, at least one first lead group and at least one second lead group. Each first lead group includes a plurality of first leads, and each second lead group includes a plurality of second leads. A first lead group and a corresponding second lead group is disposed in a peripheral region. The plurality of first connecting lines are disposed on at least one side face of the driving backplane, each first connecting line is electrically connected to at least one first lead. The plurality of second connecting lines are disposed on the at least one side face of the driving backplane, each second connecting line is electrically connected to at least one second lead, and is in contact with a corresponding first connecting line.

Abstract: A well cementing method is described for improving cementing quality by controlling the hydration heat of cement slurry. By controlling the degree and/or rate of hydration heat release from cement slurry, the method improves the hydration heat release during formation of cement with curing of cement slurry, improves the binding quality between the cement and the interfaces, and in turn improves the cementing quality at the open hole section and/or the overlap section. The cementing method improves cementing quality of oil and gas wells and reduces the risk of annular pressure.

Abstract: Disclosed herein are triglyceride based formulations, compositions, and methods for the treatment of otic diseases and conditions. Such triglyceride based formulations and compositions are derived from long-chain triglycerides and allow for the delivery of a variety of therapeutic agents to the outer, middle, and/or inner ear.

Abstract: Systems and methods are disclosed for altering or otherwise obscuring a progress bar to prevent spoilers in a media asset. A media asset is generated for display and an input is detected from a user during playback of the media asset. A determination is made whether the input comprises a command to display a progress bar. In the affirmative, a determination regarding a current point of playback of the media asset and the type of segment is made. An entry is retrieved from a database that maps the type of segment to a range of time. A determination is made whether the remaining time of the media asset is within the range of time. In the affirmative, a determination whether displaying the progress bar would spoil the media asset is made. In response to determining that displaying the progress bar would spoil the media asset, the progress bar is refrained from generating display.

Abstract: Systems and methods are disclosed for altering or otherwise obscuring a progress bar to prevent spoilers in a media asset. A media asset is generated for display and an input is detected from a user during playback of the media asset. A determination is made whether the input comprises a command to display a progress bar. In the affirmative, a determination regarding a current point of playback of the media asset and the type of segment is made. An entry is retrieved from a database that maps the type of segment to a range of time. A determination is made whether the remaining time of the media asset is within the range of time. In the affirmative, a determination whether displaying the progress bar would spoil the media asset is made. In response to determining that displaying the progress bar would spoil the media asset, the progress bar is refrained from generating display.

Abstract: Disclosed herein are otic formulations and compositions comprising growth factors. These otic formulations and compositions allow for the delivery of the growth factor to the outer, middle, and/or inner ear for the treatment of otic diseases and disorders.

Abstract: Systems and methods are disclosed for altering or otherwise obscuring a progress bar to prevent spoilers in a media asset. A media asset is generated for display and an input is detected from a user during playback of the media asset. A determination is made whether the input comprises a command to display a progress bar. In the affirmative, a determination regarding a current point of playback of the media asset and the type of segment is made. An entry is retrieved from a database that maps the type of segment to a range of time. A determination is made whether the remaining time of the media asset is within the range of time. In the affirmative, a determination whether displaying the progress bar would spoil the media asset is made. In response to determining that displaying the progress bar would spoil the media asset, the progress bar is refrained from generating display.

Abstract: An automated method for determining a complexity of a task. The method includes extracting data from the plurality of historical support tickets to generate training data. The method trains a complexity model to predict a complexity value of a task associated with a support ticket using the training data. The method predicts, using the complexity model, the complexity value of a new task associated with a new support ticket.

Abstract: An automated method for determining a complexity of a task. The method includes extracting data from the plurality of historical support tickets to generate training data. The method trains a complexity model to predict a complexity value of a task associated with a support ticket using the training data. The method predicts, using the complexity model, the complexity value of a new task associated with a new support ticket.

Abstract: Systems and methods are disclosed for altering or otherwise obscuring a progress bar to prevent spoilers in a media asset. A media asset is generated for display and an input is detected from a user during playback of the media asset. A determination is made whether the input comprises a command to display a progress bar. In the affirmative, a determination regarding a current point of playback of the media asset and the type of segment is made. An entry is retrieved from a database that maps the type of segment to a range of time. A determination is made whether the remaining time of the media asset is within the range of time. In the affirmative, a determination whether displaying the progress bar would spoil the media asset is made. In response to determining that displaying the progress bar would spoil the media asset, the progress bar is refrained from generating display.

Abstract: A scaffold anti-falling device including a base body. A mounting shaft and a limiting block are fixed in the base body, and an anti-falling retaining arm is movably installed on the mounting shaft. A tail end of the anti-falling retaining arm corresponds to the limiting block, and the anti-falling retaining arm is limited by the limiting block when the anti-falling retaining arm is placed flat. A counterweight block is installed on the tail end of the anti-falling retaining arm, and the counterweight block drives to the anti-falling retaining arm to swing upward to reset. A trigger swing arm is movably installed in the base body, and the trigger swing arm is placed under the anti-falling retaining arm and forms an angle with the anti-falling retaining arm. The scaffold anti-falling device is simple in structure and convenient in installation and can effectively prevent a scaffold from falling accidentally.

Abstract: The present disclosure relates to lateral flow test devices, and uses thereof, for assessing recombinant protein (polypeptide) expression or reporter gene expression in a sample. In some aspects, the present disclosure relates to the use of lateral flow immunoassay to quickly detect the expression of recombinant proteins. In some aspects, lateral flow immunoassay can be used for qualitative and/or quantitative analysis of the recombinant protein expression.

Abstract: Disclosed herein are triglyceride based formulations, compositions, and methods for the treatment of otic diseases and conditions. Such triglyceride based formulations and compositions are derived from long-chain triglycerides and allow for the delivery of a variety of therapeutic agents to the outer, middle, and/or inner ear.

Abstract: Systems and methods are disclosed for altering or otherwise obscuring a progress bar to prevent spoilers in a media asset. A media asset is generated for display and an input is detected from a user during playback of the media asset. A determination is made whether the input comprises a command to display a progress bar. In the affirmative, a determination regarding a current point of playback of the media asset and the type of segment is made. An entry is retrieved from a database that maps the type of segment to a range of time. A determination is made whether the remaining time of the media asset is within the range of time. In the affirmative, a determination whether displaying the progress bar would spoil the media asset is made. In response to determining that displaying the progress bar would spoil the media asset, the progress bar is refrained from generating display.

Abstract: The disclosure provides one-component, injectable, sustained release formulations which comprise microspheres containing active pharmaceutical ingredients (e.g., exenatide), wherein the microspheres are suspended in a non-aqueous carrier. The non-aqueous carrier can be an oil, a fractionated oil, triglycerides, diglycerides, monoglycerides, propylene glycol fatty acid diesters, and the like. The formulations offer distinct advantages of long shelf life for the stability and potency of the formulation and sustained release of active pharmaceutical ingredients to reduce the frequency of medication dosing and to increase patient compliance.

Abstract: Disclosed herein are triglyceride based formulations, compositions, and methods for the treatment of otic diseases and conditions. Such triglyceride based formulations and compositions are derived from medium chain triglycerides and allow for the delivery of a variety of therapeutic agents to the outer, middle, and/or inner ear.

Abstract: Systems and methods are disclosed for altering or otherwise obscuring a progress bar to prevent spoilers in a media asset. A media asset is generated for display and an input is detected from a user during playback of the media asset. A determination is made whether the input comprises a command to display a progress bar. In the affirmative, a determination regarding a current point of playback of the media asset and the type of segment is made. An entry is retrieved from a database that maps the type of segment to a range of time. A determination is made whether the remaining time of the media asset is within the range of time. In the affirmative, a determination whether displaying the progress bar would spoil the media asset is made. In response to determining that displaying the progress bar would spoil the media asset, the progress bar is refrained from generating display.

Abstract: Disclosed herein are triglyceride based formulations, compositions, and methods for the treatment of otic diseases and conditions. Such triglyceride based formulations and compositions are derived from medium chain triglycerides and allow for the delivery of a variety of therapeutic agents to the outer, middle, and/or inner ear.

Abstract: Embodiments of the present invention include computer-implemented methods, computer systems, and computer program products for displaying messages based on categories. According to an embodiment, a computer-implemented method comprises: receiving, by a device operatively coupled to one or more processors, a request for displaying messages for a user based on categories; calculating, by the device, an importance score of each of the messages to the user; classifying, by the device, the messages into the categories based on calculated importance scores of the messages; and displaying, by the device, the messages for the user based on the categories.