Abstract: Systems and methods are provided for vehicle navigation. In one implementation, at least one processor may receive, from a camera of a vehicle, at least one image captured from an environment of the vehicle. The processor may analyze the at least one image to identify a road topology feature in the environment of the vehicle represented in the at least one image and at least one point associated with the at least one image. Based on the identified road topology feature, the processor may determine an estimated path in the environment of the vehicle associated with the at least one point. The processor may further cause the vehicle to implement a navigational action based on the estimated path.

Abstract: Methods, apparatuses and system provide for technology that interleaves a plurality of verification commands with a plurality of copy commands in a command buffer, wherein each copy command includes a message authentication code (MAC) derived from a master session key, wherein one or more of the plurality of verification commands corresponds to a copy command in the plurality of copy commands, and wherein a verification command at an end of the command buffer corresponds to contents of the command buffer. The technology may also add a MAC generation command to the command buffer, wherein the MAC generation command references an address of a compute result.

Abstract: Techniques and apparatuses to harden AI systems against various attacks are provided. Among the different techniques and apparatuses, is provided, techniques and apparatuses that expand the domain for an inference model to include both visible classes and well as hidden classes. The hidden classes can be used to detect possible probing attacks against the model.

Abstract: Systems and methods are provided for regulating a high voltage supply of an x-ray source, where the regulating is achieved by selectively activating a low voltage signal to an electron emitting cathode when a monitored high voltage is determined to be at a voltage that is within a required range of values.

Abstract: A closed-system liquid transfer device is used with each of an infusion liquid container containing an infusion liquid, a medicament supply containing a medicament, and an infusion set. The closed-system liquid transfer device includes first, second, and third connectors that respectively connect and resist removal from the infusion liquid container, the infusion set, and the medicament supply.

Abstract: An example apparatus includes interface circuitry, machine-readable instructions, and at least one processor circuit to be programmed by the machine-readable instructions to interface circuitry to obtain a pre-trained detection model, machine-readable instructions, and at least one processor circuit to be programmed by the machine-readable instructions to tune the pre-trained detection model based on first local behavior data and execute the tuned detection model to detect an anomaly in second local behavior data associated with the apparatus.

Abstract: The present invention provides a composition based on cannabidiol (CBD) and chitosan for use in reducing blood cholesterol, blood LDL and blood triglycerides levels.

Abstract: A method and apparatus for authentication of a user. A user profile is generated during an initial registration. The user profile may include a trusted location of the user. During a subsequent authentication process for the user, it is determined whether the user is located in the trusted location of the user, and an access to a service for the user may be controlled based on a result of the authentication process and the determination whether the user is located in the trusted location of the user. A location-based parameter of the trusted location of the user may be determined and stored in advance, and it is determined whether the user is located in the trusted location of the user by comparing the location-based parameter of the current location of the user and the location-based parameter of the trusted location of the user.

Abstract: Machine learning fraud resiliency using perceptual descriptors is described. An example of a computer-readable storage medium includes instructions for accessing multiple examples in a training dataset for a classifier system; calculating one or more perceptual hashes for each of the examples; generating clusters of perceptual hashes for the multiple examples based on the calculation of the one or more perceptual hashes for each of the plurality of examples; obtaining an inference sample for classification by the classifier system; generating a first classification result for the inference sample utilizing a neural network classifier and generating a second classification result utilizing the generated clusters of perceptual hashes; comparing the first classification result with the second classification result; and, upon a determination that the first classification result does not match the second classification result, determining a suspicion of an adversarial attack.

Abstract: Systems and methods for improving x-ray sources with switchable electron emitters. Improved systems may use the functionality of the switchable electron emitters in various configurations to provide power regulation, multidimensional analysis, and electron beam forming so as to increase the durability and the reliability of the system. Cooling mechanisms may be used to further protect the anode from deterioration over time.

Abstract: It is provided an anon-transitory computer-readable medium storing instructions that, when executed by one or more processing circuitries, causing the one or more processing circuitries to perform a method for attestation of a running workload in a trusted execution environment. The method comprises generating a first measurement of a workload. The method further comprises capturing one or more snapshots of a trusted execution environment executing the workload. The one or more snapshots are captured based on one or more snapshot triggers. The method comprises generating a second measurement of the workload while the workload is being executed in the trusted execution environment. The method comprises verifying the generated second measurement. The method comprises triggering a verification failure action, if the verification of the second measurement fails.

Abstract: Provided are methods, compositions and kits employing cellulose nanocrystals for hair-straightening treatment. Also provided are methods, compositions and kits employing a resilin, for hair-straightening treatment and/or for maintenance of straightened hair following a hair-straightening treatment.

Abstract: A traffic light detection system for a vehicle is provided. The system may include at least one processing device programmed to receive, from at least one image capture device, a plurality of images representative of an area forward of the vehicle, the area including a traffic light fixture having at least one traffic light. The at least one processing device may also be programmed to analyze at least one of the plurality of images to determine a status of the at least one traffic light, and determine an estimated amount of time until the vehicle will reach an intersection associated with the traffic light fixture. The at least one processing device may further be programmed to cause a system response based on the status of at least one traffic light and the estimated amount of time until the vehicle will reach the intersection.

Abstract: Systems and methods for improving x-ray sources with pulsed x-ray sources arranged in a movable arc around a central axis. Improved systems may use the functionality of the switchable x-ray sources in various configurations to provide imaging with controlled exposure of a subject to x-rays.

Abstract: The invention provides highly stable and versatile multilayered structure or articles, based on cellulose nanomaterials, tailored and processed for a variety of applications, as superior materials in the food packaging industry.

Abstract: Hardware-based Zero Trust Network Access Agents for Improved Security are disclosed herein. An example apparatus includes network interface circuitry; machine-readable instructions; and first processor circuitry programmable by the instructions to detect, via firmware execution, a request from a device to access a resource via a zero trust network access interface; determine, via the firmware execution, a security state of the device; and based on the security state of the device, transmit the request to a host operating system (OS) via a virtual network interface, the operating system executed via second processor circuitry different than the first processor circuitry.

Abstract: An inductive power outlet is disclosed. The inductive power outlet has a primary inductor, for wirelessly powering an inductive power receiver. The inductive power outlet has a secondary inductor. The primary inductor and the secondary inductor form a resonant frequency. The inductive power outlet comprises a driver generating an oscillating voltage to the primary coil at a frequency higher than the resonant frequency. The inductive power outlet comprises a signal detector. The signal detector comprises a peak detector configured to detect voltage peaks across the primary inductor or current peaks of a current supplied to the primary inductor. The signal detector comprises a processor configured to determine a frequency of either the voltage peaks or the current peaks.

Abstract: A method and apparatus for anti-rollback protection for a non-persistent software in a system. A software install package includes a main version of software and a fallback version of the software. The fallback version of the software includes a vulnerable versions list that includes a list of vulnerable versions of the software determined up to a release date of the fallback version of the software. The fallback version of the software is stored in the system. The main version of the software is installed if the main version of the software is not listed in the vulnerable versions list. The fallback version may be updated automatically if the new fallback version higher than the existing fallback version is received. The fallback version is stored in a fallback versions' repository by an operating system or installer. The fallback version may include an allowed versions list.

Abstract: A method of denoising a video includes: capturing a plurality of frames of the video; inputting raw data from the frames into a recurrent neural network, said recurrent neural network including a gated recurrent unit; outputting a first denoised frame from the recurrent neural network while maintaining vectors corresponding to the first denoised frame in a memory of the recurrent neural network; and, for each subsequent frame of the video, inputting raw data from the frame and the vectors from the memory into the recurrent neural network, while applying the gated recurrent unit in order to selectively remove vectors from consideration of the neural network, and outputting subsequent denoised frames from the recurrent neural network, while storing vectors from the denoised frame in the memory.