Abstract: Methods and systems are provided for evaluating edges of collapsed identity graphs for identity resolution. In embodiments described herein, a collapsed state of identity graphs, such as based on an identity namespace limit being exceeded by the identity graphs, is determined by applying an identity node and edge of an incoming record to the identity graphs. A temporary state of the identity graphs is determined by pruning edges of the collapsed state. A non-collapsed state of the identity graphs that includes the edge of the incoming record is determined by applying the edge of the incoming record to the temporary state. A different edge is determined to be pruned from the non-collapsed state as when the different edge is applied to the temporary state with the edge of the incoming record, the temporary state collapses into the collapsed state. An identity graph is updated based on the non-collapsed state.

Abstract: An audience analysis system using probabilistic data structure is described. In one or more examples, a targeted dataset is received from a first entity. The targeted dataset has a plurality of target dataset records describing a target audience subject to a targeted content control strategy. A targeted set of sketches is generated as probabilistic data structures based on the targeted dataset. A realized dataset is received from a second entity. The realized dataset has a plurality of realized dataset records describing digital content exposure of a realized audience to the targeted content control strategy. A realized set of sketches is generated as probabilistic data structures based on the realized dataset. The targeted set of sketches and the realized set of sketches are then stored in one or more databases in support of one or more operations, execution of which generates a probabilistic result to a query.

Abstract: In one aspect, the disclosure relates to unimolecular micelles having N-hydroxysuccinimide ester (NHS), sulfo-NHS terminal groups, or other adhesive terminal groups, compositions including the same, methods of making the same, and methods of treating intimal hyperplasia in a subject using the same. In some aspects, the unimolecular micelles can further include fluorescent labels or drugs for treating intimal hyperplasia. In one aspect, the unimolecular micelles and compositions comprising the same are biocompatible, non-toxic, and non-inflammatory. In another aspect, the unimolecular micelles and compositions are substantially free from hydrogel, or are completely free from hydrogel. In still another aspect, the disclosed compositions and methods can be easily and quickly deployed in the operating room. Also disclosed is a method of applying the unimolecular micelles and compositions via direct penbrush painting.

Abstract: A shaft assembly and a vehicle are provided. The shaft assembly includes a connecting shaft that includes a first shaft segment, a second shaft segment, and a connecting part. The first shaft segment is configured to be in transmission connection with a first mechanism. The second shaft segment is configured to be in transmission connection with a second mechanism. The connecting part is located between the first shaft segment and the second shaft segment connects the first shaft segment and the second shaft segment. The connecting part is provided with a mounting space capable of accommodating a driver, and configured to be in transmission connection with the driver such that the connecting shaft transfers a power of the driver to the first mechanism and the second mechanism when the connecting part is driven by the driver to rotate.

Abstract: The present invention relates to the technical field of path planning, and provides a deep reinforcement learning-based path exploration parameter optimization system. The system comprises: a variable parameter path planning module, configured to perform node exploration based on a deep reinforcement learning network, conduct collision detection on child nodes in a child node set, calculate cost values for all child nodes, and finally generate a loading and parking path using a Reeds-Shepp curve; an environmental state space modeling module, configured to perform regional division of obstacles around a current node and conduct environmental state space modeling; and a deep learning parameter optimization module, configured to construct a deep learning network to compute an optimal step size and an optimal steering angle, build a reward function to optimize the deep learning network, and simultaneously execute a training process of the deep learning network.

Abstract: A data-driven autonomous driving decision optimization system and method, comprising: a data production module, a data screening module, a model encapsulation module, and a parameter tuning module; the data production module takes human driving data as input, annotation, preprocessing, format conversion, extracts key features and performs standardization, normalization, and encoding to generate raw data for the data-driven process that meets the algorithm input requirements; the data screening module screens corresponding data from training data by the decision-making module and performs effective classification; the model encapsulation module encapsulates C++ decision code and constructs a trajectory-pair evaluation cost map required for training using a ground-truth evaluation method based on trajectory pairs; the parameter tuning module, based on screened data under different scenarios, the encapsulated decision algorithm model, and the trajectory-pair evaluation cost map, employs black-box optimization to

Abstract: In one aspect, the disclosure relates to nanoclusters comprising cores comprising self-assembled unimolecular nanoparticles and biomimetic membrane coatings surrounding the cores, methods of making the same, and methods of treating and preventing restenosis using same. In some embodiments, the nanoclusters can contain an anti-restenotic drug. In one embodiment, the polymers and/or copolymers of the unimolecular nanoparticles can contain a hydrophobic group such as, for example, a phenylboronic ester. In a further embodiment, the biomimetic membrane can localize the nanoclusters at sites of vascular damage, at which time reactive oxygen species (ROS) at the sites of vascular damage cleave the hydrophobic groups from the polymers and/or copolymers, increasing hydrophilicity of the polymers and/or copolymers and allowing for greater tissue penetration of the de-clustered nanoclusters and nanoparticles.

Abstract: In integrating multiple priors into media mix modeling, a processing device receives multiple priors that each includes contribution share for one or more marketing channels, a time period, and a geographical region. A machine-learning model generates a transferred model for each prior by performing hyperparameter tuning of a base model based on the corresponding contribution share. The processing device uses the transferred models to generate a combined prior that includes a proportional contribution of the multiple priors. The machine-learning model then generates a combined model by performing hyperparameter tuning of the base model using the combined prior. Marketers can utilize the combined model to assess the contribution of different marketing efforts and perform budget planning.

Abstract: A silicone rubber with UV aging resistance and low water absorption and its preparation method and application are provided. The preparation method uses a coupling agent KH570 and glyceryl monostearate to perform modified treatment on titanium dioxide to obtain modified titanium dioxide, uses a surface-modified coupling agent A171 and glyceryl monostearate to perform modified treatment on fumed silica to obtain modified fumed silica, and further performs subsequent treatment on methyl vinyl siloxane raw rubber, silicone oil, aluminum hydroxide, the modified fumed silica, the modified titanium dioxide, zinc oxide, ?-alumina, a coupling agent KH560, a defoamer, iron oxide and a vulcanizing agent to obtain the silicone rubber. The silicone rubber prepared by the preparation method has low water absorption and excellent aging resistance, and its mechanical and electrical properties are also superior.

Abstract: A container includes a drive sleeve provided with a transmission component; a guide sleeve provided with guide grooves extending along an axial direction of the guide sleeve; and an accommodation unit, arranged within the guide sleeve, a side wall of the accommodation unit being arranged at an interval with the guide sleeve. Elastic members and protruded components are arranged on the side wall of the accommodation unit. The elastic members are in contact with an inner wall of the guide sleeve and in an elastic deformation state. The drive sleeve is sleeved out of the guide sleeve. Each of the protruded components passes through a respective one of the guide grooves to cooperate with the transmission component, and the drive sleeve drives the accommodation unit to move along the axial direction of the guide sleeve through cooperation between the transmission component and the protruded components.

Abstract: Disclosed herein is a biomimetic torpedo that can circumvent existing hurdles for RNA therapies. That is, RNA therapeutics can be harbored inside a torpedo shell made of neutrophil membranes in hybrid with a liposome membrane, which enables lesion targeting and shielding from immunogenicity. Further disclosed herein is a biomimetic targeting system that involves a neutrophil cell membrane capsule that encapsulates a therapeutic RNA.

Abstract: A method, non-transitory computer readable medium, apparatus, and system for data processing include obtaining, by a multi-touch attribution model, individual-level user interaction data from a digital content channel, and computing, using the multi-touch attribution model, channel contribution data based on the individual-level user interaction data. Some embodiments include training, using a training component, an aggregate attribution model based on the channel contribution data. Some embodiments include generating, using a calibration component, an individual channel contribution value for the digital content channel based on the channel contribution data and the aggregate attribution model.

Abstract: A silicone rubber with UV aging resistance and low water absorption and its preparation method and application are provided. The preparation method uses a coupling agent KH570 and glyceryl monostearate to perform modified treatment on titanium dioxide to obtain modified titanium dioxide, uses a surface-modified coupling agent A171 and glyceryl monostearate to perform modified treatment on fumed silica to obtain modified fumed silica, and further performs subsequent treatment on methyl vinyl siloxane raw rubber, silicone oil, aluminum hydroxide, the modified fumed silica, the modified titanium dioxide, zinc oxide, ?-alumina, a coupling agent KH560, a defoamer, iron oxide and a vulcanizing agent to obtain the silicone rubber. The silicone rubber prepared by the preparation method has low water absorption and excellent aging resistance, and its mechanical and electrical properties are also superior.

Abstract: Disclosed is a relay selection method for unmanned aerial vehicles in post disaster emergency scenarios in underground space, comprising the following steps: collecting a maximum rate, a minimum rate and an average rate of data transmission assisted by a D2D user through an unmanned aerial vehicle (UAV) based on a prediction range of the D2D user for the UAV, and obtaining a first uncertain preference order of the D2D user for the UAV and a second uncertain preference order of the UAV for the D2D user; obtaining a preference strategy of the D2D user for the UAV based on the first uncertain preference order and the second uncertain preference order; and exchanging and matching the UAVs matched by any two D2D users based on the many-to-one bilateral matching model, so as to obtain a stable matching result of bilateral exchange.

Abstract: The present disclosure relates to a 3D dynamic random access memory (DRAM). The 3D DRAM of this disclosure comprises a CMOS-between-array (CbA) architecture. The DRAM comprises a first memory array, a second memory array, and a CMOS layer comprising circuitry for operating the first memory array and the second memory array, respectively. The CMOS layer is arranged between the first memory array and the second memory array along a first axis. The circuitry of the CMOS layer comprises one or more word line drivers configured to drive word lines associated with respectively the first memory array and the second memory array, and comprises one or more sense amplifiers configured to sense charge on bit lines respectively associated with the first memory array and the second memory array.

Abstract: Disclosed is an unmanned aerial vehicle (UAV)-aided over-the-air computing system based on full-duplex relay and a trajectory and power optimization method thereof. The UAV-aided over-the-air computing system adopts the UAV as a full-duplex relay for data fusing and forwarding. The method of the application aims at minimizing an average mean square error of over-the-air computing, and solves an optimization problem under constraints of sensor transmitting power, information transmission rate, UAV trajectory and denoising factor. For an overall joint optimization problem, each optimization variable is determined one by one by an alternative optimization method according to the high coupling of optimization variables.

Abstract: A DRAM is provided including a block with a 3D array of memory cells. The block includes a set of planes stacked along a first axis, including a subset of stacked planes. Each plane of the subset includes a 2D array of memory cells organized in rows and columns. The block has multiple sub-blocks arranged along the second axis with each sub-block containing one column of memory cells of each plane. The DRAM has a plurality of bit lines extending along the first axis in one of the sub-blocks and connected to one memory cell in each plane and includes a plurality of global bit lines connected to the bit lines in each sub-block. Bit line selector transistors of the DRAM connect bit lines to global bit lines and bit line pre-charge transistors of the DRAM connect bit lines to charging lines to charge the bit line.

Abstract: A 3D DRAM includes vertical bit lines. The DRAM includes a block with a 3D array of memory cells. The block includes planes stacked along a first axis. Each plane includes a 2D array of memory cells organized in rows extending along a second axis perpendicular to the first axis, and columns extending along a third axis perpendicular to the first axis and the second axis. The block is divided into sub-blocks arranged along the second axis, each sub-block containing one column of memory cells of each plane. The DRAM includes bit lines extending along the first axis in one of the sub-blocks, and is connected to one memory cell in each plane. The DRAM has global bit lines. One or more global bit lines are connected to the bit lines in each sub-block. The DRAM also has sense amplifiers each connected to one of the global bit lines.

Abstract: The present disclosure relates to a 3D DRAM including a block with a 3D array of memory cells. The block comprises multiple planes stacked along a first axis, each plane comprising a 2D array of memory cells organized in rows extending along a second axis perpendicular to the first axis and columns extending along a third axis perpendicular to the first and the second axis. The block is divided into multiple sub-blocks arranged along the second axis, each sub-block containing one column of memory cells of each plane. The DRAM further comprising a plurality of bit lines, wherein each bit line extends along the third axis in one of the planes and is connected to one column of memory cells in that plane. The DRAM further comprises a plurality of global bit lines, wherein the global bit lines are connected to the bit lines in each sub-block.