Abstract: Techniques for determining whether audio is machine-outputted or non-machine-outputted are described. A device may receive audio, may process the audio to determine audio data including audio features corresponding to the audio, and may process the audio data to determine audio embedding data. The device may process the audio embedding data to determine whether the audio is machine-outputted or non-machine-outputted. In response to determining that the audio is machine-outputted, then the audio may be discarded or not processed further. Alternatively, in response to determining that the audio is non-machine-outputted (e.g., live speech from a user), then the audio may be processed further (e.g., using ASR processing).

Abstract: An administration device for intravitreal administration of a fluid wherein a second actuation part of the administration device is configured to axially block a plunger rod and/or a first actuation part of the administration device, where in the second actuation part is to be actuated in order to axially release the plunger rod and/or the first actuation part such that the first actuation part can be actuated. The administration device has a securing member that is configured to block a back-movement of the plunger rod and/or the first actuation part at least in an initial position and/or in an administration position of the plunger rod and wherein the securing member is configured to block actuation of the second actuation part before reaching the administration position of the plunger rod.

Abstract: Techniques for establishing a data connection are described. In an example, a computer system receives, from a second device of a computer network, first data associated with a first device and second data associated with the second device. The first device is not connected to the computer network. The computer system determines third data generated by one or more devices other than the first device and the second device and associated with at least one of: the first device, the second device, a user account, or the computer network. The computer system generates, based on the first data, the second data, and the third data, a confidence score indicating a likelihood of a user authorization to connect the first device to the computer network. The computer system sends, to the second device based on the confidence score, instructions associated with connecting the first device to the computer network.

Abstract: In a configurable vehicle a variety of mechanisms connect an external heat sink to an interior volume of the vehicle without creating a fluid conduit between the exterior and interior volume of the vehicle. Reliability of the vehicle is improved since exterior elements cannot penetrate to the interior of the vehicle.

Abstract: A neural network model is in communication with a plurality of sensors to evaluate and determining an operating condition and/or life expectancy of one or more electrical or mechanical subsystems of personal mobility vehicle. The neural network model evaluates subsystem operation in the context of a personal mobility vehicle operational state to determine component status and generate an output indicative of one of component state of health or subsystem operation.

Abstract: Techniques for a server-based reconnection of disconnected devices in a network are described. In an example, a computer system receives, from a second device, first data of a first device. The first data indicates that the first device has disconnected from the network due a change in the password of the network. The computer system determines that the first device is authorized to connect to the network. Based on the first device being authorized, the computer system transmits a request for a token. The computer system compares the token to a token stored by the computer system. In response to the tokens matching, the computer system transmits second data to the first device via the second device. The second data includes an updated password of the network. The first device uses the second data to reestablish a connection with the network.

Abstract: In one embodiment, a method includes transmitting, by a privacy component, to a first server, a privacy communication request consisting of device data and server data associated with a second server, receiving, by the privacy component, from the first server, a privacy communication string tagged to the second server, wherein the privacy communication string and a privacy communication string record are generated in response to the privacy communication request identifying the second server based on the server data, transmitting, by the privacy component to the second server the privacy communication string, configured to be transmitted to the first server as an approval request, identifying the second server as a requesting server associated with the secure exchange, and receiving, by the privacy component, from the second server, an indication that the approval request was validated based on the requesting server matching the second server identified in the privacy communication string record.

Abstract: Techniques for providing a credential of a secure data network to a computing device are described. In an example, a system stores an association between the computing device and a user account. The user account is also associated with a credential of the secure data network. The system receives a certificate of the computing device and determines the association between the computing device and the user account based on the certificate. Further, the system authenticates the computing device based on the association being determined to send to the computing device data, where this data is verified based on a private key of the system. The system receives a request of the computing device for the credential based on the data and sends the credential to the computing device.

Abstract: In one embodiment, a method includes receiving, from a user device, a first request for a privacy transaction card comprising a plurality of transaction metadata strings associated with a pending transaction between the user device and a first merchant server, analyzing, using a machine learning model, the transaction metadata strings in the first request to determine a risk assessment score for the first request, the machine learning model being trained to determine risk assessment scores based on multiple second requests stored in a privacy transaction database, determining whether the risk assessment score for the first request exceeds a specified risk threshold associated with the pending transaction, generating, upon determining the risk assessment score is below the specified risk threshold, a privacy transaction card comprising a unique privacy payment card number associated with the user device and the first merchant server, and transmitting, to the user device, the privacy transaction card.

Abstract: A field configurable autonomous vehicle includes modular elements and attachable components. The vehicle can be assembled from these modular elements and components to meet desired mission and performance characteristics without the need to purchase specially designed vehicles for each mission. The main body of the vehicle is a spherical body.

Abstract: In one embodiment, a method includes receiving, at a first server, from a privacy component on a user device, a privacy communication request including device data for the user device and server data for a second server communicating with the user device, generating a privacy communication response to be transmitted by the second server to a third server, the privacy communication response including a privacy communication string tagged to the second server and a privacy communication string record identifying the second server, transmitting, to the privacy component, the privacy communication string, receiving, from the third server, an approval request for a secure exchange associated with the privacy communication string, the approval request identifying a requesting server associated with the secure exchange, analyzing the approval request to determine whether there is a match between the requesting server and the second server, and transmitting, to the third server, a validation response.

Abstract: A field configurable autonomous vehicle includes modular elements and attachable components. The vehicle can be assembled from these modular elements and components to meet desired mission and performance characteristics without the need to purchase specially designed vehicles for each mission. The main body of the vehicle is a spherical body.

Abstract: In one embodiment, a method includes receiving, at a privacy transaction platform server, from a transaction network server, a transaction approval request associated with a user device and a requesting server including proffered transaction strings and proffered server properties associated with the requesting server, retrieving a privacy transaction record associated with the user device including tagged transaction strings and server properties associated with a provider server, determining that there is a transaction string match between the proffered transaction strings and the corresponding tagged transaction strings, determining that there is a server match between the requesting server and the provider server based on a validity metric for the transaction approval request exceeding a specified confidence threshold based on an analysis of the proffered server properties and the provider server properties, and transmitting, to the transaction network server, a validation response approving the requested

Abstract: Systems, methods, and computer-readable media are disclosed for systems and methods for sending and receiving anonymized signals or beacons. Example methods may include determining an authentication code and sending a signal associated with the authentication code from an electronic device to a server via a connected device. Example methods may include determining an authentication code by a server or a second electronic device and requesting signal information from the server corresponding to the signal associated with the authentication code.

Abstract: Techniques for establishing a data connection are described. In an example, a computer system receives, from a second device of a computer network, first data associated with a first device and second data associated with the second device. The first device is not connected to the computer network. The computer system determines third data generated by one or more devices other than the first device and the second device and associated with at least one of: the first device, the second device, a user account, or the computer network. The computer system generates, based on the first data, the second data, and the third data, a confidence score indicating a likelihood of a user authorization to connect the first device to the computer network. The computer system sends, to the second device based on the confidence score, instructions associated with connecting the first device to the computer network.

Abstract: A method of treating a subject having been diagnosed as having cancer with an immunotherapy is described. The method comprises targeting one or more clonal neoantigens selected using a method comprising determining whether a tumour-specific mutation is likely to be clonal in a subject. The method comprises providing sequence data from one or more samples from the subject comprising tumour genetic material, the sequence data comprising for each of the one or more samples, and determining the likelihood that the tumour-specific mutation is clonal as a posterior probability depending on: a prior probability of the mutation being clonal, and the probabilities of observing the sequence data if the tumour-specific mutation is (i) clonal and (ii) non-clonal, in view of a tumour fraction for each of the one or more samples and one or more candidate joint genotypes.

Abstract: In one embodiment, a method includes receiving, at a privacy transaction server, from a user device, a privacy transaction card creation request including merchant metadata for a first merchant server, generating a privacy transaction card associated with an issuer server, storing, in a privacy transaction database, a privacy transaction card record for the privacy transaction card, including tagged card data identifying the first merchant server, transmitting, to the privacy component, the privacy transaction card, receiving, from the issuer server, a transaction approval request associated with the privacy payment card, the transaction approval request including transaction metadata identifying a second merchant server, retrieving the privacy transaction card record, analyzing the transaction metadata and the tagged card data to determine whether there is a match between the first merchant server and the second merchant server, and transmitting a transaction approval response indicating whether the transact

Abstract: A field configurable autonomous vehicle includes modular elements and attachable components. The vehicle can be assembled from these modular elements and components to meet desired mission and performance characteristics without the need to purchase specially designed vehicles for each mission. The main body of the vehicle is a spherical body.

Abstract: A method of treating a subject having been diagnosed as having cancer with an immunotherapy is described. The method comprises targeting one or more clonal neoantigens selected using a method comprising determining whether a tumour-specific mutation is likely to be clonal in a subject. The method comprises providing sequence data from one or more samples from the subject comprising tumour genetic material, the sequence data comprising for each of the one or more samples, and determining the likelihood that the tumour-specific mutation is clonal as a posterior probability depending on: a prior probability of the mutation being clonal, and the probabilities of observing the sequence data if the tumour-specific mutation is (i) clonal and (ii) non-clonal, in view of a tumour fraction for each of the one or more samples and one or more candidate joint genotypes.