Abstract: A false positive vulnerability system detects whether a software vulnerability identified by a static code vulnerability analyzer is a true vulnerability or a false positive. The system utilizes deep learning models to predict whether an identified vulnerability is accurate given the source code context of the identified vulnerability. A neural encoder transformer model is trained to classify a false positive given the method body including the identified vulnerability. A neural decoder transformer model is trained to predict a candidate line-of-code to complete a prompt inserted into the context of the identified vulnerability. The candidate line-of-code that successfully completes the prompt is used as a signal to identify that the identified vulnerability is a false positive.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for evaluating interactions with a user interface of an application are disclosed. In one aspect, a method includes, for each of a plurality of different user sessions of a native application, accessing frame bundles that each include data representing content presented by a frame of a user interface of the native application at a given time. Each frame bundle includes at least a portion of a view tree of the native application used to generate the user interface at the given time and data specifying content presented by each view of the portion of the view tree. Based on the frame bundles, playback data are generated that present visual changes of the user interface corresponding to changes to the view trees.

Abstract: Various aspects and embodiments are directed to a streamlined computer device and a graphical user interface that organizes interface elements into views of computer content for presentation to a user. Various views of digital media content permits users to easily and efficiently access various digital media content. Different views are used to provide an interface that is responsive to configurations of the device and responsive to activity being performed by the user. Aspects include permitting the user to maintain and manage digital media content libraries. According to some embodiments, the libraries comprise user digital media content and references digital media content. Functionality provided to a user can be tailored to the type of content displayed, accessed and/or managed. According to various aspects, methods and systems are provided for accessing and managing digital media libraries on a streamlined computing device with a plurality selectable I/O profiles.

Abstract: A segmentation server generates vulnerability exposure scores associated with workloads operating in a segmented computing environment. The segmentation server may automatically aggregate the vulnerability exposure scores in various ways to generate vulnerability exposure information representative of workloads in an administrative domain controlled by the segmentation server. The aggregated vulnerability exposure information may be presented in a manner that enables an administrator to easily evaluate different segmentation strategies and assess the risks associated with each of them. Moreover, the segmentation server can automatically generate a segmentation policy that modifies a configured segmentation strategy based on the vulnerability exposure scores to reduce exposure to certain vulnerabilities without impeding operation of the workloads.

Abstract: A segmentation server generates vulnerability exposure scores associated with workloads operating in a segmented computing environment. The segmentation server may automatically aggregate the vulnerability exposure scores in various ways to generate vulnerability exposure information representative of workloads in an administrative domain controlled by the segmentation server. The aggregated vulnerability exposure information may be presented in a manner that enables an administrator to easily evaluate different segmentation strategies and assess the risks associated with each of them. Moreover, the segmentation server can automatically generate a segmentation policy that modifies a configured segmentation strategy based on the vulnerability exposure scores to reduce exposure to certain vulnerabilities without impeding operation of the workloads.

Abstract: Embodiments of the invention are directed to systems, methods, and computer program products for providing intelligent system and methods for identifying and weighting volatile data in machine learning data sets. The system is adaptive, in that it can be adjusted based on the needs or goals of the user utilizing it, or may intelligently and proactively adapt based on the data set or machine learning model being employed. The system may be seamlessly embedded within existing applications or programs that the user may already use to interact with one or more entities, particularly those which aid in the managing of user resources.

Abstract: A device for detecting stray electrical currents in fluid mediums comprises at least two probes for partially disposing in a fluid medium and a control unit. The control unit comprises at least one analog-to-digital signal converter in electrical communication with at least one of the probes, at least one audio-visual alarm, and a processor operably coupled to the at least one converter and to the at least one audio-visual alarm. The processor is operable to measure an electrical potential difference between the two probes, to calculate at least one frequency-dependent characteristic associated with a plurality of said measurements, and to transmit an alert signal if the at least one frequency-dependent characteristic satisfied a threshold. Advantageously, by monitoring for the frequency, the device more consistently and more reliably detects the presence of stray alternating currents.

Abstract: A method for determining a physical characteristic on a punctual location inside a medium, comprising the steps of: sending an emitted sequence comprising emitted pulses having different amplitudes, receiving a received sequence comprising received pulses corresponding to echoes of said emitted pulses, calculating a phase difference between the received pulses relative to the emitted pulses, and determining the physical characteristic on the bases of said phase difference.

Abstract: A method includes receiving a request to solve a problem defined by input information and applying a neural network to generate an answer to the problem. The neural network includes an input level, a manager level including a first manager, a worker level including first and second workers, and an output level. Applying the neural network includes implementing the input level to provide a piece of input information to the first manager; implementing the first manager to delegate portions of the piece of information to the first and second workers; implementing the first worker to operate on its portion of information to generate a first output; implementing the second worker to operate on its portion of information to generate a second output; and implementing the output level to generate the answer to the problem, using the first and second outputs. The method also includes transmitting a response comprising the answer.

Abstract: The method of the invention determines a physical characteristic on a punctual location inside a medium, and includes including the steps of sending an emitted sequence having emitted pulses that have different amplitudes, receiving a received sequence having received pulses corresponding to echoes of the emitted pulses, calculating a phase difference between the received pulses relative to the emitted pulses, and determining the physical characteristic on the punctual location on the bases of said the phase difference.

Abstract: A method for printing certain information on labels using a smart device. Product-related information, expiration information, and batch information is stored on a server and provided to a smart device. One of the products or batches is selected using the smart device. Labels incorporating certain product-related information are generated and sent to a printer.

Abstract: An apparatus includes a processor that monitors transmissions destined for an external network, determines that a transmission includes original media associated with a subject, and intercepts the transmission before it reaches the external network. The processor generates modified media by selecting a subset of data elements of the original media and replacing a value of each data element of the subset with a new value. At least one of the subset of data elements and the set of new values is chosen such that an accuracy metric calculated for a first generative algorithm, trained to generate synthetic representations of the subject based on modified media, is less than, by a given factor, the accuracy metric calculated for a second generative algorithm, trained to generate synthetic representations of the subject based on original media. The processor replaces the transmission with a new transmission that includes the modified media.

Abstract: A device for detecting stray electrical currents in fluid mediums comprises at least two probes for partially disposing in a fluid medium and a control unit. The control unit comprises at least one analog-to-digital signal converter in electrical communication with at least one of the probes, at least one audio-visual alarm, and a processor operably coupled to the at least one converter and to the at least one audio-visual alarm. The processor is operable to measure an electrical potential difference between the two probes, to analyze a plurality of the measurements to determine whether a predetermined frequency is present, and to transmit an alert signal to the audio-visual alarm if the predetermined frequency is present. Advantageously, by monitoring for the frequency, the device more consistently and more reliably detects the presence of stray alternating currents.

Abstract: The present disclosure generally relates to game consoles including game controllers and connected to one or more computing device. Specifically, a game console may receive, via a game controller, a first input triggering an activation of a multi-mode controller switching application at the game console. Further, while a multi-mode controller switching application is active and the game controller is operating in the first controller mode, the game console may receive, via the controller, a second input representing a selection of the second controller mode different from the first controller mode, switch from the first controller mode to the second controller mode in response to receiving the second input, and controlling the computing device in communication with the game console in accordance with the second controller mode.

Abstract: A method for printing certain information on labels using a smart device. Product-related information, expiration information, and batch information is stored on a server and provided to a smart device. One of the products or batches is selected using the smart device. Labels incorporating certain product-related information are generated and sent to a printer.

Abstract: A method for printing certain information on labels using a smart device. Product-related information, expiration information, and batch information is stored on a server and provided to a smart device. One of the products or batches is selected using the smart device. Labels incorporating certain product-related information are generated and sent to a printer.

Abstract: The present disclosure generally relates to game consoles including game controllers and connected to one or more computing device. Specifically, a game console may receive, via a game controller, a first input triggering an activation of a multi-mode controller switching application at the game console. Further, while a multi-mode controller switching application is active and the game controller is operating in the first controller mode, the game console may receive, via the controller, a second input representing a selection of the second controller mode different from the first controller mode, switch from the first controller mode to the second controller mode in response to receiving the second input, and controlling the computing device in communication with the game console in accordance with the second controller mode.

Abstract: An apparatus and method of operating a set of generators supplying power to a common power bus, includes obtaining a first generator speed signal and a second generator speed signal, determining a common mode torsional oscillation value and a differential mode torsional oscillation value, determining a first generator share command and a second generator share command based on the common mode torsional oscillation value and the differential mode torsional oscillation value, and applying the first and second generator share commands.

Abstract: An apparatus and method of operating a set of generators supplying power to a common power bus, includes obtaining a first generator speed signal and a second generator speed signal, determining a common mode torsional oscillation value and a differential mode torsional oscillation value, determining a first generator share command and a second generator share command based on the common mode torsional oscillation value and the differential mode torsional oscillation value, and applying the first and second generator share commands.

Abstract: A silicon device, has a plurality of crystalline silicon regions. One crystalline silicon region is a doped crystalline silicon region. Deactivating some or all of the dopant atoms in the doped crystalline silicon region is achieved by introducing hydrogen atoms into the doped 5 crystalline silicon region, whereby the hydrogen coulombicly bonds with some or all of the dopant atoms to deactivate the respective dopant atoms. Deactivated dopant atoms may be reactivated by heating and illuminating the doped crystalline silicon region to break at least some of the dopant-hydrogen bonds while maintaining conditions to create a high concentration of neutral hydrogen atoms whereby 10 some of the hydrogen atoms diffuse from the doped crystalline silicon region without rebinding to the dopant atoms.