Abstract: Methods, systems, and computer program products for direct assignment of physical devices to confidential virtual machines (VMs). At a first guest privilege context of a guest partition, a direct assignment of a physical device associated with a host computer system to the guest partition is identified. The guest partition includes the first guest privilege context and a second guest privilege context, which is restricted from accessing memory associated with the first guest privilege context. The guest partition corresponds to a confidential VM, such that a memory region associated with the guest partition is inaccessible to a host operating system. It is determined, based on a policy, that the physical device is allowed to be directly assigned to the guest partition. Communication between the physical device and the second guest privilege context is permitted, such as by exposing the physical device on a virtual bus and/or forwarding an interrupt.

Abstract: Devices, systems, and methods for reproducing or simulating a heartbeat pattern in accordance with aspects of the present disclosure. In particular aspects, a device is configured to reproduce a tactile, auditory, and/or visual output representing a heartbeat pattern of a loved one. A user may perceive, during operation, the reproduced heartbeat pattern reproduced by the device. For example, the user may touch the device (e.g., may wrap a hand around the device, may pressed the device against any part of the user's body, etc.), the device may be activated (e.g., by the user's touch) and may reproduce an output (e.g., tactile, auditory, and/or visual) causing the user to perceive the heartbeat pattern. The heartbeat pattern may be one stored in the device, an external device and provided to the device via a link, or generated by the device dynamically during operation.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for verifying the provenance of a digital object generated by a neural network, such as an image or audio object. Also methods, systems, and apparatus, including computer programs, for training a watermarking neural network and a watermark decoding neural network. The described techniques make efficient use of computing resources and are robust to attack.

Abstract: A method for training a machine learning model for generating descriptor images. The method includes recording a plurality of camera images, forming training image pairs from the plurality of camera images, wherein each training image pair includes a first training image and a second training image, ascertaining a loss for the training image pair and at least one key point from a distance between the position of the key point in the first training image or a transformed version of the first training image and an estimated position of the key point, which is ascertained by transitioning from the first training image to the second training image and back to the first training image or its transformed version, and adapting the machine learning model for reducing a total loss that includes the ascertained losses for at least a part of the training image pairs and key points.

Abstract: Systems, methods, and apparatuses for confidence mapping of shear wave measurements are disclosed. Confidence maps of shear wave image measurements may be generated from one or more confidence factors. Masking of graphical overlays of tissue stiffness values, based at least in part on the confidence map is disclosed. The confidence map and/or masked graphical overlays of tissue stiffness values may be superimposed on ultrasound images and provided on a display.

Abstract: Described herein are liquid, organosilicon compounds that including a substituent that is a cyano (—CN), cyanate (—OCN), isocyanate (—NCO), thiocyanate (—SCN) or isothiocyanate (—NCS). The organosilicon compounds are useful in electrolyte compositions and can be used in any electrochemical device where electrolytes are conventionally used.

Abstract: In one aspect, an apparatus is provided for a conveyor belt system. The apparatus includes a conveyor belt cleaner having an elongate support and a pair of mounts configured to position the elongate support to extend across a conveyor belt. The apparatus includes a cleaner blade configured to be operatively mounted to the elongate support and engage a conveyor belt. The apparatus further includes a sensor configured to detect at least one characteristic of the elongate support as the elongate support vibrates during conveyor belt operation. A processor of the apparatus is configured to use the at least one characteristic of the elongate support to predict at least one property of the cleaner blade.

Abstract: A transparent substrate that encodes data therein having optically readable identification indicia corresponding to identifying information regarding the substrate. The optically readable identification indicia may be readable from the transparent substrate by altering the reflectivity of the transparent substrate in indicia portions that may be read by a scanner or reader (e.g., a barcode reader). The optically readable identification indicia may be provided on a common surface with a data zone in which data is encoded in the transparent substrate. Alternatively or additionally, the optically readable identification indicia may be provided on another, different surface than the surface on which the data is encoded in a data zone.

Abstract: A method for ascertaining a descriptor image for an image of an object. The method includes training, for each of a plurality of object classes, a respective machine learning model to map images of objects of the object class to descriptor images and storing reference descriptors output by the machine learning model for one or more objects of the object class; receiving an image of an object; generating, for each object class, a respective descriptor image for the object by mapping the received image to a descriptor image using the machine learning model trained for the object class; evaluating, for each object class, the distance between the reference descriptors stored for the object class and the descriptors of the descriptor image generated for the object class; and assigning the descriptor image to the object as the descriptor image of the object generated for an object class based on the distance.

Abstract: An electronic equipment rack including a chassis configured to support an electronic device within a moveable drawer. The electronic equipment rack may further include a cable management arm coupled to a front side of the electronic equipment rack by a first hinge. The cable management arm may include a cable management structure and may further include a cable anchor point at which a fixed portion of the cable management structure is held at a fixed distance from a reference point located on the chassis. The cable management arm may be configured to be rotatable around the first hinge between a closed position and an open position in which the moveable drawer is configured to be moved inward and outward relative to the chassis. The electronic equipment rack may further include a communication connector located proximate an end of the cable management structure.

Abstract: A double diaphragm pump has opposing diaphragms which are alternatingly acted upon at an activation side by an activating fluid, like air. The opposite side of the diaphragms is a pumping side. The surface area of the activation side is greater than the pumping side so as to provide a higher pressure of the pumped fluid than the activating fluid.

Abstract: A transparent substrate that encodes data therein having optically readable identification indicia corresponding to identifying information regarding the substrate. The optically readable identification indicia may be readable from the transparent substrate by altering the reflectivity of the transparent substrate in indicia portions that may be read by a scanner or reader (e.g., a barcode reader). The optically readable identification indicia may be provided on a common surface with a data zone in which data is encoded in the transparent substrate. Alternatively or additionally, the optically readable identification indicia may be provided on another, different surface than the surface on which the data is encoded in a data zone.

Abstract: A multifunction controller permits a single controller to be used for multiple options in a pump system thereby simplifying the process of selecting a proper controller for a particular application for many embodiments. The multifunction controller may provide leak detection, pump rate control, pump count control, tank level control, tank pressure control and/or other functions in a system.

Abstract: A device and a method for training an image generator. The method includes: providing an image sequence that includes an image for each time of a plurality of times; training a first encoder, a second encoder, and a decoder by: for each of a number of times of the plurality of times: for the image assigned to the time, producing a multiplicity of feature maps for the image by a neural network and grouping them into first and second subsets; supplying the first subset to the first encoder to produce first feature vector; supplying the second subset to the second encoder to produce a second feature vector; supplying the first feature vector and the second feature vector to the decoder to produce a predicted target image; producing an error value; and adapting the first encoder, the second encoder, and the decoder to reduce the error value.

Abstract: A cooling system may include a first domain having a first fluid inlet and a first fluid outlet. A cooling system may include a second domain having a second fluid inlet and a second fluid outlet. A cooling system may include a thermal break between the first domain and the second domain. The thermal break includes a thermal gap separating the first domain and the second domain by 1 mm or less.

Abstract: In one aspect, an apparatus is provided for a conveyor belt system. The apparatus includes a conveyor belt cleaner having an elongate support and a pair of mounts configured to position the elongate support to extend across a conveyor belt. The apparatus includes a cleaner blade configured to be operatively mounted to the elongate support and engage a conveyor belt. The apparatus further includes a sensor configured to detect at least one characteristic of the elongate support as the elongate support vibrates during conveyor belt operation. A processor of the apparatus is configured to use the at least one characteristic of the elongate support to predict at least one property of the cleaner blade.

Abstract: A thermal management system for a computing device includes a support board, a heat-generating component fixed to the support board, an enclosure, and a PCM. The heat-generating component is fixed to the support board on a first side of the support board, and the enclosure is fixed to the first side of the support board and encloses at least the heat-generating component. The PCM is positioned in the enclosure and configured to receive heat from the heat-generating component. The PCM is solid at 10° C.

Abstract: Various embodiments of apparatuses and methods for a continuous scanning engine with automatic protocol detection are described. In some embodiments, the continuous scanning engine comprises one or more discovery components and one or more protocol detection components. The discovery components, in some embodiments, send initial packets to a plurality of ports of a plurality of network addresses of a network, receive responses to a least some of the initial packets, asynchronously match the received responses to the sent initial packets, and determine that some ports at some network addresses require further analysis.

Abstract: A laundry treating appliance for treating laundry items according to a cycle of operation includes a chassis defining an interior. A rotatable treating chamber is located within the interior. An antenna is configured to receive RFID data from RFID tags on the laundry items and outputs a signal indicative of the RFID data. A controller receives the signal from the antenna and is configured to process the signal and to suggest, alter, or implement the cycle of operation based on the signal.

Abstract: Various embodiments of apparatuses and methods for a continuous scanning engine with automatic protocol detection are described. In some embodiments, the continuous scanning engine comprises one or more discovery components and one or more protocol detection components. The discovery components, in some embodiments, send initial packets to a plurality of ports of a plurality of network addresses of a network, receive responses to a least some of the initial packets, asynchronously match the received responses to the sent initial packets, and determine that some ports at some network addresses require further analysis.