Abstract: A method and agent for reinforcement learning. The method may include evaluating a consequence of a previous action. Evaluating the consequence may include performing a comparison of one or more current monitored parameters (e.g., immediate reward, accumulated reward, average reward, and/or current key performance parameters) to one or more previous monitored parameters. The method may include, based on the evaluated consequence of the previous action, determining a subset of potential next actions. For a positive consequence, the determined subset of potential next actions may include only potential next actions that are likely to have the consequence as the previous action (e.g., based on a dot product of or angle between vectors of the previous action and the potential next action). The method may include selecting an action from the determined subset of potential next actions. The method may include performing the selected action.

Abstract: The present disclosure is for a system and a method for artificial intelligence (AI) based review of radiologic images as they are being read by a radiologist. The AI review is performed through the use of screen sharing and screen capture approaches allowing an AI model to analyze images without direct access to the raw image files. The AI review may compare user documented findings with AI model-based findings in order to identify discrepancies between the two. The discrepancies can be used as feedback for retraining the model and/or as feedback to the user to aid in education or track and/or improve an individual's review characteristics.

Abstract: A method (400) for dynamic RL. The method includes using an RL algorithm to select a first action and triggering performance of the selected first action. The method also includes after the first action is performed, obtaining a first reward value (R1) associated with the first action. The method also includes using R1 and/or a performance indicator (P1) to determine whether an algorithm modification condition is satisfied. The method further includes, as a result of determining that the algorithm modification condition is satisfied, modifying the RL algorithm to produce a modified RL algorithm. In this way, the RL algorithm adapts to changes in the environment.

Abstract: The present disclosure is for a system and a method for artificial intelligence (AI) based review of radiologic images as they are being read by a radiologist. The AI review is performed through the use of screen sharing and screen capture approaches allowing an AI model to analyze images without direct access to the raw image files. The AI review may compare user documented findings with AI model-based findings in order to identify discrepancies between the two. The discrepancies can be used as feedback for retraining the model and/or as feedback to the user to aid in education or track and/or improve an individual's review characteristics.

Abstract: The present disclosure relates to a data protection method, an apparatus, a medium and a device. The method includes: acquiring gradient association information respectively corresponding to reference samples of a target batch of an active party of a joint training model; according to the proportion occupied respectively by reference samples of positive examples and reference samples of negative examples in all reference samples of the target batch, determining a constraint condition of the data noise to be added; determining information of said data noise according to the gradient association information and the constraint condition corresponding to the reference samples; correcting, according to the information of said data noise, an initial gradient transmission value corresponding to each reference sample, so as to obtain target gradient transmission information; and sending the target gradient transmission information to a passive party of the joint training model.

Abstract: Disclosed are a data protection method and apparatus, and a server and a medium. A particular embodiment of the method comprises: acquiring gradient associated information, which respectively corresponds to a target sample that belongs to a binary classification sample set with unbalanced distribution and a reference sample that belongs to the same batch as the target sample; generating information of data noise to be added; according to the information of said data noise, correcting an initial gradient transfer value corresponding to the target sample, such that corrected gradient transfer information corresponding to samples in the sample set that belong to different types is consistent; and sending the gradient transfer information to a passive party of a joint training model. By means of the embodiment, there is no significant difference between corrected gradient transfer information corresponding to positive and negative samples, thereby effectively protecting the security of data.

Abstract: Disclosed are a data protection method and apparatus, and a server and a medium. A particular embodiment of the method comprises: acquiring gradient associated information, which respectively corresponds to a target sample that belongs to a binary classification sample set with unbalanced distribution and a reference sample that belongs to the same batch as the target sample; generating information of data noise to be added; according to the information of said data noise, correcting an initial gradient transfer value corresponding to the target sample, such that corrected gradient transfer information corresponding to samples in the sample set that belong to different types is consistent; and sending the gradient transfer information to a passive party of a joint training model. By means of the embodiment, there is no significant difference between corrected gradient transfer information corresponding to positive and negative samples, thereby effectively protecting the security of data.

Abstract: A role simulation method and a terminal apparatus in a VR scene are provided. The role simulation method in the VR scene includes: obtaining a role obtaining instruction triggered by a hand model in the VR scene, movement of the hand model in the VR scene being controlled by an interaction controller; determining a virtual role from the VR scene according to the role obtaining instruction; dynamically adjusting virtual props in the VR scene according to a music file played in the VR scene; displaying the virtual role in the VR scene through a VR display, and displaying the virtual props that are dynamically adjusted.

Abstract: A role simulation method and a terminal apparatus in a VR scene are provided. The role simulation method in the VR scene includes: obtaining a role obtaining instruction triggered by a hand model in the VR scene, movement of the hand model in the VR scene being controlled by an interaction controller; determining a virtual role from the VR scene according to the role obtaining instruction; dynamically adjusting virtual props in the VR scene according to a music file played in the VR scene; displaying the virtual role in the VR scene through a VR display, and displaying the virtual props that are dynamically adjusted.

Abstract: Methods and apparatus for utilizing a network device manager (NDM) as an agent for printing devices are provided. An NDM executing on a computing device can be registered as a. as a maintenance agent for a plurality of printing devices. The NDM can be utilized as the maintenance agent for the plurality of printing devices by: receiving inputs related to modifying data at the NDM; receiving data from the plurality of printing devices at the NDM; modifying the data received from the plurality of printing devices based on the inputs related to modifying data using the NDM; sending the modified data from the NDM to a device management system; after sending the modified data, receiving, at the NDM from the device management system, one or more maintenance messages related to maintenance of the plurality of printing devices; and providing a notification of the one or more maintenance messages.

Abstract: The disclosed embodiments provide a system for processing data. During operation, the system retrieves, from a nearline data store, one or more updates representing recent activity for a member of an online network. Next, the system performs one or more queries using data in the updates to identify a set of candidates for recommending to the member. The system then applies one or more machine learning models to features for the set of candidates to generate a ranking of the set of candidates and updates the ranking based on additional features for an additional set of candidates from an offline data store. Finally, the system outputs, to the member, at least a portion of the updated ranking as connection recommendations in the online network.

Abstract: Methods and apparatus for utilizing a network device manager (NDM) as an agent for printing devices are provided. An NDM executing on a computing device can be registered as a. as a maintenance agent for a plurality of printing devices. The NDM can be utilized as the maintenance agent for the plurality of printing devices by: receiving inputs related to modifying data at the NDM; receiving data from the plurality of printing devices at the NDM; modifying the data received from the plurality of printing devices based on the inputs related to modifying data using the NDM; sending the modified data from the NDM to a device management system; after sending the modified data, receiving, at the NDM from the device management system, one or more maintenance messages related to maintenance of the plurality of printing devices; and providing a notification of the one or more maintenance messages.

Abstract: The present invention discloses an electronic apparatus and an antenna setting method for electronic apparatus, wherein the electronic apparatus comprises a metal appearance surface; the metal appearance surface consists of a plurality of mutually separated metal pieces; an insulating piece is provided between the two adjacent metal pieces; each metal piece is provided thereon with one or more antennas, each antenna is connected with a communication module on a master chip of the electronic apparatus.

Abstract: The present invention discloses an electronic apparatus and an antenna setting method for electronic apparatus, wherein the electronic apparatus comprises a metal appearance surface; the metal appearance surface consists of a plurality of mutually separated metal pieces; an insulating piece is provided between the two adjacent metal pieces; each metal piece is provided thereon with one or more antennas, each antenna is connected with a communication module on a master chip of the electronic apparatus.

Abstract: The present disclosure provides a method for endogenously tagging an endogenous protein in a cell, and a cell comprising an endogenously tagged protein. Also described are cells produced using such a method and a kit comprising a cell having tagged endogenous protein.

Abstract: The present disclosure provides a method for endogenously tagging an endogenous protein in a cell, and a cell comprising an endogenously tagged protein. Also described are cells produced using such a method and a kit comprising a cell having tagged endogenous protein.

Abstract: The present invention relates to improved methods for the incorporation of DNA into the genome of a Zea mays plant by means of Agrobacterium-mediated transformation. Preferred is the use of the Zea may lines deposited with American Type Culture Collection under the Patent Deposit Designation PTA-6170 and PTA-6171.

Abstract: The present invention relates to improved methods for the incorporation of DNA into the genome of a Zea mays plant by means of Agrobacterium-mediated transformation. Preferred is the use of the Zea may lines deposited with American Type Culture Collection under the Patent Deposit Designation PTA-6170 and PTA-6171.

Abstract: According to the invention, there is provided an inbred corn plant designated LIZL5. This invention thus relates to the plants, seeds and tissue cultures of the inbred corn plant LIZL5, and to methods for producing a corn plant produced by crossing the inbred corn plant LIZL5 with itself or with another corn plant, such as another inbred. This invention further relates to corn seeds and plants produced by crossing the inbred plant LIZL5 with another corn plant, such as another inbred, and to crosses with related species. This invention further relates to the inbred and hybrid genetic complements of the inbred corn plant LIZL5, and also to the SSR and genetic isozyme typing profiles of inbred corn plant LIZL5. This invention further relates to methods of transforming the inbred LIZL5 and cells thereof, transformed plants produced by these methods, progeny transgenic plants, and seed derived therefrom.