Abstract: Various embodiments discussed herein enable client applications to be heavily integrated with a voice assistant in order to perform commands associated with voice utterances of users via voice assistant functionality and also seamlessly cause client applications to automatically perform native functions as part of executing the voice utterance. Such heavy integration also allows particular embodiments to support multi-modal input from a user for a single conversational interaction. In this way, client application user interface interactions, such as clicks, touch gestures, or text inputs are executed alternative or in addition to the voice utterances.

Abstract: Methods, apparatus, and computer readable media are described for tailoring instructions for configuring a smart device based on feedback received from the smart device and/or based on feedback received from a device that is separate from the smart device. Some implementations additionally or alternatively relate to utilization of data corresponding to previous installations of similar smart devices to tailor provided instructions in order to mitigate the reoccurrence of past issues during configuration of smart devices. Some implementations additionally or alternatively relate to proactively suggesting and/or providing, to a user, guidance related to a smart device in response to determining the smart device is to be configured by the user and/or in response to determining a complete configuration of the smart device has not occurred.

Abstract: A computer analyzes a relational schema of a database to generate a data entry schema and encodes the data entry schema as JSON. The data entry schema is sent to a database client so that the client can validate entered data before the entered data is sent for storage. From the client, entered data is received that conforms to the data entry schema because the client used the data entry schema to validate the entered data before sending the data. Into the database, the entered data is stored that conforms to the data entry schema. The data entry schema and the relational schema have corresponding constraints on a datum to be stored, such as a range limit for a database column or an express set of distinct valid values. A constraint may specify a format mask or regular expression that values in the column should conform to, or a correlation between values of multiple columns.

Abstract: Embodiments support systems and methods for classifying and ranking headnote reports based on a query, and for outputting a highest ranked headnote in response to the query. In an aspect, headnote scores may be calculated for each headnote of a plurality of headnotes to determine a measure of correspondence between a given headnote and the query. In an aspect, a dataset including at least the query, the headnotes, and the headnote scores may be provided to and analyzed by a classifier to produce a set of classifications. In an aspect, the headnote scores and the set of classifications may be determined by at least one machine learning model. In an aspect, the classifications enable the ranking of the headnotes relative to one another, such that the highest ranked headnote may be the headnote most responsive to the query. In an aspect, a method may include outputting the highest ranked headnote.

Abstract: A sander includes a housing defining a front end and a rear end relative to a direction of travel of the sander on a work surface, an actuator, and a battery platform. The housing supports a motor and has a grip disposed over the motor adjacent the front end and a handle positioned at or adjacent the rear end. The housing further supports a belt drive assembly configured to rotatably support a belt and having a belt plate extending a long a first plane. The actuator is supported by the handle. The battery platform is at least partially supported by and located above the handle. The battery platform defines a battery pack receptacle configured to support a battery pack. The battery platform is oriented along a second plane orientated at an acute angle relative to the first plane.

Abstract: A system for collision detection includes an interface and a processor. The interface is configured to receive sensor data from a plurality of sensors. The processor is configured to preprocess the sensor data using a set of preprocessing steps to create preprocessed sensor data, wherein the set of preprocessing steps comprises filtering, normalization, and alignment; process the preprocessed sensor data using a compound model to create a collision score; and provide the collision score.

Abstract: Systems and methods are provided for monitoring information-security coverage to identify a vulnerability or risk in the information-security coverage. An information-security system can include computing systems, databases, a security server, etc. that can communicate data via a network. The server can be used to obtain data indicating a process for managing or monitoring information-security in the system and data indicating activity on the network, computing systems, server, or databases. The server then determines a metric based on the obtained data and the metric can indicate a risk or vulnerability in information-security coverage in the system. The server can then aggregate the data and transmit the aggregated data to a computing device. The computing device can generate an interface for outputting data for monitoring information-security coverage or identifying a vulnerability or risk in information-security coverage, which can improve the security of the information-security system.

Abstract: A method of training a conversational computing system. The method includes providing an initial query to a machine learning model previously trained to generate actions for responding to a query. Based on the initial query, a plurality of candidate actions are received from the machine learning model and presented via a training interface. Based on input provided by the human annotator, a selected candidate action is recognized and associated with the initial query in a labeled data example.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for reserving airspace for UAV operations. In some implementations, a flight planning system can reserve and allocate airspace for unmanned aerial vehicle (UAV) operations. For example, a UAV operator device can submit a flight plan to the flight planning system. The flight planning system can submit a flight authorization request to an airspace management system to reserve airspace necessary for the flight plan. The flight planning system can receive approval and/or a reservation of the airspace for the flight plan from the airspace management system, generate a flight data package, and send the flight data package to the operator's device.

Abstract: Various embodiments discussed herein enable client applications to be heavily integrated with a voice assistant in order to both perform commands associated with voice utterances of users via voice assistant functionality and also seamlessly cause client applications to automatically perform native functions as part of executing the voice utterance. For example, some embodiments can automatically and intelligently cause a switch to a page the user needs and automatically and intelligently cause a population of particular fields of the page the user needs based on a user view context and the voice utterance.

Abstract: An artificial intelligence (AI) search system can build or include one or more knowledge graphs and databases of indexes. The knowledge graphs can encode information and relationships from a variety of domains. The databases of indexes can store pointers to public and/or private data and raw content in those domains. An example of a domain includes fields requiring or handling geospatial data. The AI search system can receive a user query and process the query with AI models, including language models and knowledge graphs to identify data matching the intention and context of the user query. The AI search system can present relevant results in an assortment of user interfaces.

Abstract: Systems and methods are provided for monitoring information-security coverage to identify a vulnerability or risk in the information-security coverage. An information-security system can include computing systems, databases, a security server, etc. that can communicate data via a network. The server can be used to obtain data indicating a process for managing or monitoring information-security in the system and data indicating activity on the network, computing systems, server, or databases. The server then determines a metric based on the obtained data and the metric can indicate a risk or vulnerability in information-security coverage in the system. The server can then aggregate the data and transmit the aggregated data to a computing device. The computing device can generate an interface for outputting data for monitoring information-security coverage or identifying a vulnerability or risk in information-security coverage, which can improve the security of the information-security system.

Abstract: A computer-implemented method of responding to a conversational event is presented. The method comprises receiving a conversational event at a conversational computing interface. Based on the received conversational event, an applicable generation rule of a plurality of candidate generation rules is selected. The applicable generation rule is configured with one or more parameters. A computer-executable plan is then selected based on the selected generation rule. The one or more parameters are passed from the selected generation rule to one or more additional generation rules. The one or more additional generation rules configured with the one or more parameters are recursively applied to extend the selected computer-executable plan. One or more candidate responses to the conversational event are output via the conversational computing interface based on the recursive application of the one or more additional generation rules configured with the one or more parameters.

Abstract: Various embodiments discussed herein enable client applications to be heavily integrated with a voice assistant in order to both perform commands associated with voice utterances of users via voice assistant functionality and also seamlessly cause client applications to automatically perform native functions as part of executing the voice utterance. For example, some embodiments can automatically and intelligently cause a switch to a page the user needs and automatically and intelligently cause a population of particular fields of the page the user needs based on a user view context and the voice utterance.

Abstract: Lever action firearms have an upper frame defining a bolt passage, a bolt carrier assembly received in the upper frame and operable to reciprocate between an open position and a closed position, a lower frame defining a magazine well configured to removably receive a box magazine, the lower frame removably connected to the upper frame by a transverse takedown pin, an action lever movable between a retracted position and an extended position and having a first pivot, and pivotally connected to the lower frame at the first pivot, a first link pivotally connected to the lower frame, a second link pivotally connected to the bolt carrier assembly, the first link and second link pivotally interconnected to each other, the first link defining a cam path, and a cam follower on the action lever operably engaged to the cam path such that movement of the action lever generates movement of the bolt carrier assembly.

Abstract: A system for collision detection includes an interface and a processor. The interface is configured to receive sensor data from a plurality of sensors. The processor is configured to preprocess the sensor data using a set of preprocessing steps to create preprocessed sensor data, wherein the set of preprocessing steps comprises filtering, normalization, and alignment; process the preprocessed sensor data using a compound model to create a collision score; and provide the collision score.

Abstract: Described herein are methods of treating cancer in a subject in need thereof comprising administering to the subject a pharmaceutical composition comprising 1-(4-(benzylamino)-5,6,7,8-tetrahydropyrido[2,3-d]pyrimidin-2-yl)-2-methyl-1H-indole-4-carboxamide, or a pharmaceutically acceptable salt thereof, whereby the subject experiences a therapeutic response.

Abstract: An automated natural dialogue system provides a combination of structure and flexibility to allow for ease of annotation of dialogues as well as learning and expanding the capabilities of the dialogue system based on natural language interactions.

Abstract: A system for updating training data includes an interface and a processor. The interface is configured to receive a set of vehicle data. The set of vehicle data includes images and assigned labels associated with the images. The processor is configured to determine a set of training data and a set of test data from the set of vehicle data; train a model with the set of training data; determine a set of predicted labels for the set of vehicle data using the model; identify a set of potential mislabeled data using the set of predicted labels and the assigned labels; and determine an updated set of training data by relabeling the set of potential mislabeled data and replacing the set of potential mislabeled data with a relabeled set of data.

Abstract: Systems and methods are provided for monitoring information-security coverage to identify a vulnerability or risk in the information-security coverage. An information-security system can include computing systems, databases, a security server, etc. that can communicate data via a network. The server can be used to obtain data indicating a process for managing or monitoring information-security in the system and data indicating activity on the network, computing systems, server, or databases. The server then determines a metric based on the obtained data and the metric can indicate a risk or vulnerability in information-security coverage in the system. The server can then aggregate the data and transmit the aggregated data to a computing device. The computing device can generate an interface for outputting data for monitoring information-security coverage or identifying a vulnerability or risk in information-security coverage, which can improve the security of the information-security system.