Abstract: In some implementations, an olfaction system may receive partition coefficients associated with one or more molecules detected in a headspace of a sample captured from an environment. The olfaction system may generate a quantum-ready dataset based on the partition coefficients using a partial quantum autoencoder that includes one or more quantum gate layers. The olfaction system may use a quantum approximate optimization algorithm to identify, within a spectrum of potential smells simulated by a quantum circuit, a set of smells emitted by the sample based on the quantum-ready dataset. The olfaction system may map a set of objects to the set of smells emitted by the sample. The olfaction system may predict a future state associated with the set of smells emitted by the sample using one or more hybrid quantum machine learning models.

Abstract: Methods, systems, and computer-readable media for transforming validated user interface layouts using inter-platform design mapping data are presented. A computing device may load source mockup data defining a first user interface layout that includes first user interface elements that each comply with a first plurality of rules. In addition, each of the first user interface elements has a parent-child relationship with at least one different one of the first user interface elements. The computing device may load interface mapping data defining a plurality of mapping data. The computing device may produce target mockup data by using the interface mapping data to convert each of the first user interface elements into a corresponding second user interface element of a second user interface layout, while maintaining each of the parent-child relationships in the first user interface layout. The computing device may store the target mockup data defining the second user interface layout.

Abstract: Aspects of the present disclosure provide systems, methods, and computer-readable storage media facilitating automated apparel design using deep learning techniques. For example, user instructions may be received as text data (or converted to text data from audio data representing user speech), and natural language processing (NLP) may be performed on the text data to interpret the user instructions. An apparel design may be generated in real-time/substantially real-time based on the user instructions. For example, the interpreted user instructions may be provided as input to at least one machine learning (ML) model that is configured to determine one or more visual apparel elements based on the user instructions and to generate the apparel design based on the visual apparel elements. One or more operations may be initiated based on the apparel design.

Abstract: Methods, systems, and computer-readable media for transforming validated user interface layouts using inter-platform design mapping data are presented. A computing device may load source mockup data defining a first user interface layout that includes first user interface elements that each comply with a first plurality of rules. In addition, each of the first user interface elements has a parent-child relationship with at least one different one of the first user interface elements. The computing device may load interface mapping data defining a plurality of mapping data. The computing device may produce target mockup data by using the interface mapping data to convert each of the first user interface elements into a corresponding second user interface element of a second user interface layout, while maintaining each of the parent-child relationships in the first user interface layout. The computing device may store the target mockup data defining the second user interface layout.

Abstract: Methods, systems, and computer-readable media for transforming validated user interface layouts using inter-platform design mapping data are presented. A computing device may load source mockup data defining a first validated user interface layout associated with a first set of user interface design guidelines. Subsequently, the computing device may load interface mapping data defining relationships between first user interface elements associated with the first set of user interface design guidelines and second user interface elements associated with a second set of user interface design guidelines different from the first set of user interface design guidelines. Then, the computing device may transform the source mockup data based on the interface mapping data to produce target mockup data defining a second validated user interface layout associated with the second set of user interface design guidelines.

Abstract: Methods, systems, and computer-readable media for transforming validated user interface layouts using inter-platform design mapping data are presented. A computing device may load source mockup data defining a first validated user interface layout associated with a first set of user interface design guidelines. Subsequently, the computing device may load interface mapping data defining relationships between first user interface elements associated with the first set of user interface design guidelines and second user interface elements associated with a second set of user interface design guidelines different from the first set of user interface design guidelines. Then, the computing device may transform the source mockup data based on the interface mapping data to produce target mockup data defining a second validated user interface layout associated with the second set of user interface design guidelines.

Abstract: Seat belts in a vehicle are monitored, and a reminder is initiated in response to a restraint sensor indicating the engaged or nonengaged state of a seat restraint, a vehicle sensor indicating when the vehicle is in use, an annunciator controllably producing a reminder, and an electronic control controlling the annunciator. The reminder is produced when the seat restraint is in a nonengaged state after having been an engaged state while the vehicle is in use. Thus, monitoring of the continued buckling of a seat belt, especially a rear seat belt, is provided without need for seat occupancy sensors.