Abstract: A method includes accessing a first dataset including aerial imagery data and infrared data, accessing a second dataset including property boundary data, and identifying property boundaries associated with a geographic area. A plurality of models is applied to the datasets to identify and compute information of interest. Based on the first dataset and constrained by the property boundaries, a building detection model can be applied to identify a building, and a vegetation detection model can be applied to identify one or more areas of vegetation. An estimated distance can be determined between each of the areas of vegetation and the building as separation data, which can be compared to a defensible space guideline to determine a defensible space adherence score. A wildfire risk map can be generated, including the defensible space adherence score associated with the geographic area.

Abstract: An electronic device receives a single instruction to apply a neural network operation to a set of M-bit elements stored in one or more input vector registers to initiate a sequence of computational operations related to a neural network. In response to the single instruction, the electronic device implements the neural network operation on the set of M-bit elements to generate a set of P-bit elements by obtaining the set of M-bit elements from the one or more input vector registers, quantizing each of the set of M-bit elements from M bits to P bits, and packing the set of P-bit elements into an output vector register. P is smaller than M. In some embodiments, the neural network operation is a quantization operation including at least a multiplication with a quantization factor and an addition with a zero point.

Abstract: The present teaching relates to method, system, medium, and implementations for product recommendation. For each media article, it is determined whether the media article corresponds to commerce content. If so, the media article may be combined with information about a product promoted in the media article to generate combined content. An integrated content to be sent to the user is generated to include combined content for each media article that is commerce content and each media article that is not commerce content. Such integrated content is then sent to the user.

Abstract: A diaphragm pump can include an inlet, an outlet, and a pump chamber positioned in a fluid path between the inlet and outlet. The assembly can include a diaphragm and a movable piston. Movement of the piston toward the pump chamber can force a portion of the diaphragm to move from its rest position to a position further within the pump chamber and to increase pressure in the pump chamber. Movement of the piston away from the pump chamber can force a portion of the diaphragm to move from its rest position to a position away from the pump chamber and to reduce pressure in the pump chamber. The assembly can also include a first and second check valve. In the closed position, the second check valve can be unsealed to provide an escape path for gas. In the closed position, the first check valve can be sealed.

Abstract: A medical system and method for estimating a treatment region for a medical treatment device is provided. The system includes a memory; a processor coupled to the memory; and a treatment control module stored in the memory and executable by the processor. The treatment control module generates an estimated treatment region which is an estimate of a treatment region which would have been derived as a result of a numerical model analysis such as a finite element analysis. Advantageously, the estimated treatment region is generated using a fraction of the time it takes to generate the region using the numerical model analysis.

Abstract: Various techniques related to authenticating and verifying the integrity of data received by a computer system from an external source (such as a sensor) are disclosed. Hardware circuits are disclosed that, along with the computer processor, allow for error-checking and authentication of data received by the computer system. For instance, the hardware circuits may generate a separate authentication code that can be compared to the authentication code in the data itself to determine whether or not the message is authentic and whether or not there is an error in the data. The disclosed techniques reduce the processing requirements of a computer system and can be implemented using simple hardware circuit designs.

Abstract: A setup for preparing a liquified gas electrolyte (LGE) is disclosed. The setup includes a solvent container that contains a liquified gas solvent, a condensing container with an inlet, an outlet and an electrolyte container. The condensing container may contain a salt. The condensing container also has a heat sink and a heating element to raise and lower its internal temperature. A first valve fluidly connects the solvent container to the inlet, and a second valve fluidly connects the electrolyte container to the outlet. The setup has at least two configurations: a solvent transfer configuration, and a salt transfer configuration.

Abstract: Systems and apparatuses include a cab floor defining a center plane, a seat slide actuator coupled to the cab floor and selectively moveable in a direction transverse to the center plane relative to the cab floor, and a seat supported by the seat slide actuator and moveable therewith.

Abstract: Disclosed herein are system, method, and computer program product embodiments for generating a list of deny policy statements associated with an allow policy statement with respect to the effective access permissions for a principal in an identity and access management system. The operations can include identifying a first policy statement that specifies members of a first identity set including the principal are allowed to access a first system resource set. The operations further include identifying a second policy statement specifying that members of a second identity set are denied access to a second system resource set. Moreover, the operations include determining that the second policy statement overlaps with the first policy statement with respect to the effective access permissions for the principal, and placing the second policy statement into the list of deny policy statements associated with an allow policy statement.

Abstract: Improved multi-layer machine learning model architectures are provided that exhibit increased accuracy, decreased training time, decreased inference compute cost, and/or increased stability while training. These improved models include a plurality of sequential layers, each layer comprising a mixing layer that feeds into a feedforward layer. These improved models achieve these benefits by ‘enhancing’ a subset of the feedforward layers with mixture-of-experts or other sparse multi-network architectures while ‘degrading’ a subset of the mixing layers to be simple linear mixing layers (e.g., that multiply inputs by one or more mixing matrices) rather than more complicated attentional mixing mechanisms (e.g., including a number of matrix multiplications, dot products, and nonlinear operations).

Abstract: An oven appliance may include a cabinet, a heat source, a temperature sensor, a user interface, and a controller. The cabinet may define a cooking chamber. The heat source may be disposed within the cooking chamber. The controller may be configured to direct a monitoring operation. The monitoring operation may include measuring a first temperature of a food item within the cooking chamber of the oven appliance, determining elapse of a detection interval instance, measuring a second temperature of the food item, calculating a temperature delta between the second temperature and the first temperature, determining the temperature delta is within a predetermined functional range, determining a time delta of time, estimating a remaining time of the food item based on the time delta in response to determining the temperature delta is within the predetermined functional range, and presenting the estimated remaining time at the user interface of the oven appliance.

Abstract: The present disclosure provides for compounds that inhibit the activity of an anti-apoptotic Bcl-2 family member Myeloid cell leukemia-1 (Mcl-1) protein. The present disclosure also provides for pharmaceutical compositions as well as methods for using compounds for treatment of diseases and conditions (e.g., cancer) characterized by the over-expression or dysregulation of Mcl-1 protein.

Abstract: A disposable puncture device guide for use with an ultrasound probe is described. The puncture device guide includes a fixed portion configured to attach directly or indirectly to the probe body and a deflection portion connected to the fixed portion by at least one living hinge. The deflection portion comprises at least one groove configured support a puncture device therein. Outward pressure on the at least one groove causes the deflection portion to rotate outwardly relative to the fixed portion to support the puncture device throughout a range of angles.

Abstract: Implants and instruments for providing an ideal trajectory for the insertion of instruments and screws during implantation of an interbody implant in a spinal surgery are disclosed.

Abstract: There is provided a system and method of re-projecting and combining sensor data of a scene from a plurality of sensors for visualization. The method including: receiving the sensor data from the plurality of sensors; re-projecting the sensor data from each of the sensors into a new viewpoint; localizing each of the re-projected sensor data; combining the localized re-projected sensor data into a combined image; and outputting the combined image. In a particular case, the receiving and re-projecting can be performed locally at each of the sensors.

Abstract: Embodiments of the present disclosure relate to memory page access instrumentation for generating a memory access profile. The memory access profile may be used to co-locate data near the processing unit that accesses the data, reducing memory access energy by minimizing distances to access data that is co-located with a different processing unit (i.e., remote data). Execution thread arrays and memory pages for execution of a program are partitioned across multiple processing units. The partitions are then each mapped to a specific processing unit to minimize inter-partition traffic given the processing unit physical topology.

Abstract: One embodiment sets forth a technique for performing one or more matrix multiplication operations based on a first matrix and a second matrix. The technique includes receiving data associated with the first matrix from a first traversal engine that accesses nonzero elements included in the first matrix via a first tree structure. The technique also includes performing one or more computations on the data associated with the first matrix and the data associated with the second matrix to produce a plurality of partial results. The technique further includes combining the plurality of partial results into one or more intermediate results and storing the one or more intermediate results in a first buffer memory.

Abstract: The organizational system for bags, drawers, and doors is a portable, handheld, and hand carried apparatus for organizing, carrying, and storing items such as tools, office supplies, electronics, electronics accessories, consumable equipment, and any similarly sized collection of objects or things. The present invention consists of a panel covered with a grid of slots passing through the panel creating openings through which straps can be passed and adjusted to form a loop. This strap loop provides a secure attachment point on two sides of the objects being organized, stored, and carried. The panel can have few to many slots having multiple directions askew from each other that are organized grid-like or as needed for special/custom use enabling nearly infinite adjustability.

Abstract: A technique facilitates deploying and setting a liner hanger assembly while securely retaining liner hanger slips during running-in-hole. The liner hanger assembly may comprise a variety of components such as a mandrel, a cone, a plurality of slips, a retention ring, and an actuator. The slips may each be configured with an upper retention end and a lower retention end having a plurality of angles which interlock with corresponding angles of the cone and the retention ring. Additionally, a portion of the actuator may be sized to slide over an axial end of the retention ring to prevent inadvertent decoupling of the slips after installing the slips along the exterior of the cone.