Abstract: A neural network optimization method includes: executing a population-based algorithm to tune and evaluate a policy group, in order to generate one or more evaluation results, wherein the policy group comprises one or more policies, and each of the one or more policies is related to a neural network; executing a learning-based algorithm to tune the one or more policies according to the one or more evaluation results, to generate one or more tuned policies; performing an inference operation according to a target neural network and the one or more tuned policies, to generate multiple configuration candidates; and performing a selection operation upon the multiple configuration candidates to generate an optimal configuration, for outputting to a compiler and generating an optimized neural network, wherein the optimized neural network is an optimized version of the target neural network.

Abstract: In certain aspects, a memory system includes a non-volatile memory device and a memory controller coupled to the non-volatile memory device. The non-volatile memory device includes a plurality of memory groups. Each of the memory groups includes a plurality of memory units. The memory controller is configured to perform at least one of a first wear-leveling process by swapping a first memory group of the memory groups and a second memory group of the memory groups based on a first group write count for the first memory group and a second group write count for the second memory group, or a second wear-leveling process by swapping a first memory unit of the memory units and a second memory unit of the memory units based on a first unit write count for the first memory unit and a second unit write count for the second memory unit.

Abstract: Disclosed is a heating device, including a housing, and an electrothermal film and a fan arranged in the housing, wherein the fan is located at a bottom of the electrothermal film, the fan is provided with an air inlet facing upwards and an air outlet facing forwards, and the housing is provided with a vent hole at a position corresponding to the air outlet.

Abstract: The present disclosure involves methods, apparatuses, and computer-readable storage media for media scan in a memory system. In one example, a method for a memory system includes receiving commands from a host coupled to the memory system, wherein the memory system includes a memory device, the memory device includes a memory cell array, and the memory cell array includes a number of memory cells. The method further includes performing operations on the memory device based on the commands. The method further includes scanning at least a group of memory cells of the memory cell array by performing a number of scans within a scan period among the operations.

Abstract: This application provides a glycosyl-modified fusion protein, a nucleic acid molecule, an expression vector, a host cell and use thereof. A first aspect of this application provides a glycosyl-modified fusion protein including a murine Fc variant and a polypeptide antigen, where the murine Fc variant is obtained by subjecting a murine Fc fragment to amino acid mutation and non-mammalian glycosylation-modification; the murine Fc variant includes at least one of alanine at position 223, alanine at position 228, alanine at position 230, leucine at position 330 and glutamic acid at position 332; the non-mammalian glycosylation-modification excludes sialic acid-modification; the position numbering is performed according to the EU numbering system; the murine Fc variant enhances the binding of the murine Fc fragment to DC cells and DC activation, including the proliferation and activation of specific T cells.

Abstract: This application provides a glycosyl-modified fusion protein, a nucleic acid molecule, an expression vector, a host cell and use thereof. A first aspect of this application provides a glycosyl-modified fusion protein including a murine Fc variant and a prostate cancer antigen, where the murine Fc variant is obtained by subjecting a murine Fc fragment to amino acid mutation and non-mammalian glycosylation-modification; the murine Fc variant includes at least one of alanine at position 223, alanine at position 228, alanine at position 230, leucine at position 330 and glutamic acid at position 332; the non-mammalian glycosylation-modification excludes sialic acid-modification; the position numbering is performed according to the EU numbering system; the murine Fc variant enhances the binding of the murine Fc fragment to DC cells and DC activation, including the proliferation and activation of specific T cells.

Abstract: Semiconductor structures and methods for forming the same are provided. A semiconductor structure according to the present disclosure includes a substrate, a first base fin and a second base fin rising from the substrate, an isolation feature disposed over the substrate and between the first base fin and the second base fin, a first bottom epitaxial feature over the first base fin, a second bottom epitaxial feature over the second base fin, an isolation layer on the first bottom epitaxial feature, a first source/drain feature over the isolation layer, a second source/drain feature disposed over and in contact with the second bottom epitaxial feature, a contact etch stop layer (CESL) over the first source/drain feature and the isolation feature, a first interlayer dielectric (ILD) layer over the CESL, and a second ILD layer over and in direct contact with the second source/drain feature.

Abstract: A system and method for locating a trailer coupler on a trailer to assist with the coupling of the trailer coupler to a vehicle hitch on a vehicle. The system includes a human-machine interface, a camera, a global positioning system, a remote computing system, a vehicle-to-infrastructure communication network, controllers, a memory, sensors, and a trailer coupler labeling application. The trailer coupler labeling application includes: sensing at least one of a hitched state and an unhitched state of the trailer coupler, capturing an optical data with the camera when the vehicle hitch is in the hitched and unhitched state, determining a distance of the trailer coupler relative to the camera when the vehicle hitch is in the hitched state, identifying the location of the trailer coupler on an image defined by the captured data and creating a label on the image of the trailer coupler.

Abstract: A system for identifying road defects within a roadway ahead of a moving vehicle, includes at least one camera in communication with a system controller and adapted to capture a plurality of time sequential images of the roadway ahead of the moving vehicle, and at least one motion sensor in communication with the system controller and adapted to detect when the vehicle encounters a road defect, the system controller adapted to correlate the road defect with at least one of the plurality of time sequential images of the roadway, analyze, using a computer vision algorithm, the at least one of the plurality of time sequential images, identify, with the computer vision algorithm, the road defect within the at least one of the plurality of time sequential images, and label the identified road defect within the at least one of the plurality of time sequential images.

Abstract: The present disclosure provides a compound represented by structural formula (I0) or a pharmaceutically acceptable salt, or a stereoisomer thereof and their use in, e.g. treating a disease or disorder associated with the PAD4 activity. This disclosure also features compositions containing the same as well as methods of using and making the same.

Abstract: A system for resolving discrepancies in map data includes one or more central computers in wireless communication with one or more vehicles. The one or more central computers are programmed to receive a first map dataset and a second map dataset. The one or more central computers are further programmed to receive a plurality of crowdsourced map datasets. Each of the plurality of crowdsourced map datasets represents the predefined geographical area. The one or more central computers are further programmed to compare each of the plurality of crowdsourced map datasets with the first map dataset and the second map dataset to determine one or more common lane lines. The one or more central computers are further programmed to determine a fused map dataset based on the first map dataset, the second map dataset, the plurality of crowdsourced map datasets, and the one or more common lane lines.

Abstract: A micro light-emitting diode package structure is provided. The micro light-emitting diode package structure includes a plurality of micro light-emitting diode chips, a light-transmitting layer, a first insulating layer, a driving element, and a redistribution layer. The micro light-emitting diode chips are disposed side by side, wherein each micro light-emitting diode chip includes an electrode surface and a light-emitting surface opposite to each other. The light-transmitting layer covers the light-emitting surfaces of the micro light-emitting diode chips. The first insulating layer is disposed below the micro light-emitting diode chips. The driving element is disposed in the first insulating layer, wherein the driving element includes a plurality of electrodes, and the electrodes are on the side of the driving element away from the micro light-emitting diode chips.

Abstract: A system and method for locating a trailer coupler on a trailer to assist with the coupling of the trailer coupler to a vehicle hitch on a vehicle. The system includes a human-machine interface, a camera, a global positioning system, a remote computing system, a vehicle-to-infrastructure communication network, controllers, a memory, sensors, and a trailer coupler labeling application. The trailer coupler labeling application includes: sensing at least one of a hitched state and an unhitched state of the trailer coupler, capturing an optical data with the camera when the vehicle hitch is in the hitched and unhitched state, determining a distance of the trailer coupler relative to the camera when the vehicle hitch is in the hitched state, identifying the location of the trailer coupler on an image defined by the captured data and creating a label on the image of the trailer coupler.

Abstract: The present disclosure describes a semiconductor structure that is resistant to induced eddy currents. The semiconductor device includes a substrate, a device layer having electronic devices on the substrate, and a metallization layer above the device layer. The first metallization layer includes first and second terminal traces, a switch, and capacitors. A first terminal of a capacitor of the capacitors is coupled to the first terminal trace via the switch. A second terminal of the capacitor is coupled to the second terminal trace. The first and second terminal traces are disposed along the same side of the capacitors.

Abstract: The present disclosure provides anti-EPOR antibodies, anti-EPO antibodies, and fragments thereof that specifically bind to the hetero-EPOR or homo-EPOR or EPO with high affinity. The anti-EPOR antibodies, anti-EPO antibodies, and/or engineered EPOs can be used to treat patients.

Abstract: A method of detecting and utilizing a 3-dimensional (3D) position of a coupler of a trailer may include calculating a motion of a camera mounted to a vehicle; determining 2-dimensional (2D) positions of the coupler within input images captured by the camera; estimating 3D estimated positions of the coupler based on the 2D positions of the coupler and the motion of the camera; optimizing the 3D estimated positions of the coupler to generate adjusted 3D coupler positions; and filtering the adjusted 3D coupler positions to detect the 3D position of the coupler of the trailer.

Abstract: The present disclosure provides EPO analogs, anti-EPOR antibodies, anti-EPO antibodies, and fragments thereof that specifically bind to the hetero-EPOR or homo-EPOR or EPO with high affinity. Also provided herein are engineered EPOs. The EPO analogs, anti-EPOR antibodies, anti-EPO antibodies, and/or engineered EPOs can be used to treat patients.

Abstract: A method can be used to provide smart notifications to avoid collisions while the vehicle maneuvers in a tight structural environment, such as a home garage or an underground parking lot. The method includes receiving historical vehicle-trajectory data. The historical vehicle-trajectory data includes the location and the heading of the vehicle for each of the plurality of historical trajectories along the structure. The method further includes clustering the plurality of historical trajectories of the vehicle along the structure by types of maneuvers to generate a plurality of trajectory clusters. The method also includes creating a probability distribution bitmap using the plurality of trajectory clusters and creating a topographic map based on the probability distribution bitmap.

Abstract: Semiconductor devices and methods of fabricating the semiconductor devices are described herein. The method includes steps for patterning fins in a multilayer stack and forming an opening in a fin as an initial step in forming a multilayer source/drain region. The opening is formed into a parasitic channel region of the fin. Once the opening has been formed, a source/drain barrier material is deposited using a bottom-up deposition process at the bottom of the opening to a level below the multilayer stack. A multilayer source/drain region is formed over the source/drain barrier material. A stack of nanostructures is formed by removing sacrificial layers of the multilayer stack, the multilayer source/drain region being electrically coupled to the stack of nanostructures.

Abstract: A global positioning system (GPS)-bias detection and reduction system including a GPS-bias model having GPS statistical data creating a database representing data collected from a vehicle group having thousands or multiple thousands of vehicles saved in a database. At least one newly collected vehicle GPS data point is compared to the GPS statistical data to reduce negative effects of GPS-bias and to update the vehicle GPS-bias correction based on a previous GPS-bias model. A selected road node and a segment of a roadway have a map matching performed using a nearest service from a collection location of the GPS statistical data. A GPS-bias is calculated using a look-up of the database. An estimated horizontal position error (EHPE) defining a quality indicator is applied to distinguish a good quality GPS statistical data from a poor quality GPS statistical data.