Abstract: A system and method for improving training of a recurrent neural network (RNN) to provide a response to a table-based database query is presented. The method includes: receiving a plurality of query pairs, each including a database query and a response, the response generated by executing the database query on a database; detecting a variable in each query; determining a variance of the variable; generating a subset of potential values for the detected variable based on the determined variance, wherein each potential value is different from the response of each query pair; generating a plurality of training queries, each training query based on a database query of a query pair of the plurality of query pairs and a corresponding potential value from the first subset; executing each training query to generate a training response; and training the RNN based on the plurality of training queries and a corresponding training response.

Abstract: Various embodiments of an apparatus, method(s), system(s) and computer program product(s) described herein are directed to an Archiving Engine that detects a regulated user account(s) joining a virtual meeting and instantiating a virtual meeting participant instance to capturing one or more communication channels of the virtual meeting hosted by a communication system. The Archiving Engine generates an archival file(s) based on the captured communication channel data. The Archiving Engine generates one or more translated files by applying a compliance policy associated with at least one of the regulated user accounts to the one or more archival files.

Abstract: A system and method for providing local approximations of query results are provided. The method includes querying a primary neural network with at least one test query, wherein the at least one test query includes a real test result derived from executing the at least one training query on a data set; receiving from the primary neural network a predicted test result in response to the at least one test query; sending, based on the predicted test result, a model of a primary neural network to a local machine; and storing the model of a local neural network of the local machine, wherein the local neural network is configured to generate a prediction in response to a user query received by the local machine.

Abstract: Various aspects of triggering and controlling workflows are disclosed, where a workflow processes data across a plurality of services by performing a predefined operation using predefined parameters when triggered by a predefined input. Specifically, the various aspects include providing access control for workflows triggered using button sharing, encoding workflows and scanning encoded workflows to trigger workflows, using security badges and access control systems used at workplaces to trigger workflows, and enabling workflows to extract information from mobile devices and using the information for subsequent processing.

Abstract: Various embodiments of an apparatus, method(s), system(s) and computer program product(s) described herein are directed to an Archiving Engine that detects a regulated user account(s) joining a virtual meeting and instantiating a virtual meeting participant instance to capturing one or more communication channels of the virtual meeting hosted by a communication system. The Archiving Engine generates an archival file(s) based on the captured communication channel data. The Archiving Engine generates one or more translated files by applying a compliance policy associated with at least one of the regulated user accounts to the one or more archival files.

Abstract: Various aspects of triggering and controlling workflows are disclosed, where a workflow processes data across a plurality of services by performing a predefined operation using predefined parameters when triggered by a predefined input. Specifically, the various aspects include providing access control for workflows triggered using button sharing, encoding workflows and scanning encoded workflows to trigger workflows, using security badges and access control systems used at workplaces to trigger workflows, and enabling workflows to extract information from mobile devices and using the information for subsequent processing.

Abstract: Various aspects of triggering and controlling workflows are disclosed, where a workflow processes data across a plurality of services by performing a predefined operation using predefined parameters when triggered by a predefined input. Specifically, the various aspects include providing access control for workflows triggered using button sharing, encoding workflows and scanning encoded workflows to trigger workflows, using security badges and access control systems used at workplaces to trigger workflows, and enabling workflows to extract information from mobile devices and using the information for subsequent processing.

Abstract: Various aspects of triggering and controlling workflows are disclosed, where a workflow processes data across a plurality of services by performing a predefined operation using predefined parameters when triggered by a predefined input. Specifically, the various aspects include providing access control for workflows triggered using button sharing, encoding workflows and scanning encoded workflows to trigger workflows, using security badges and access control systems used at workplaces to trigger workflows, and enabling workflows to extract information from mobile devices and using the information for subsequent processing.

Abstract: A request to change a component of an infrastructure is received (102). In response to the request a change process having plural phases is performed (104). A transition between plural phases is allowed based on at least one policy.

Abstract: A method and corresponding device provides for automatically detecting a protocol for a load testing routine. The method includes the steps of, for an application to be load tested, executing the application and recording communications between a first tier and a second tier during the execution. The recording step includes recording modules loaded by the application, recording network traffic and Web traffic, comparing the recorded modules, network traffic and Web traffic to a rule set, and based on the comparing step, selecting one or more protocols appropriate for load testing the application. Finally, the method includes the step of generating a script based on the recorded communications and the protocols, where the script specifies the protocols.

Abstract: A method and corresponding device provides for automatically detecting a protocol for a load testing routine. The method includes the steps of, for an application to be load tested, executing the application and recording communications between a first tier and a second tier during the execution. The recording step includes recording modules loaded by the application, recording network traffic and Web traffic, comparing the recorded modules, network traffic and Web traffic to a rule set, and based on the comparing step, selecting one or more protocols appropriate for load testing the application. Finally, the method includes the step of generating a script based on the recorded communications and the protocols, where the script specifies the protocols.