Abstract: A neural network processor architecture provides decompression circuitry that can exploit patterns of data in kernel weights of a convolutional neural net as flattened to a vector, the compression allowing reduced kernel data storage costs including on-chip-storage.

Abstract: Disclosed is a bile acid-metronidazole conjugate or a stereoisomer thereof, or a salt thereof, or a solvate thereof, or a prodrug thereof, or a metabolite thereof. The bile acid-metronidazole conjugate is prepared using an esterification reaction of a bile acid compound with hydroxyl group on a metronidazole structure. The synthesis process is simple and easy for industrialization. The bile acid-metronidazole conjugate can effectively inhibit the growth of anaerobic bacteria, especially the growth of Clostridioides difficile and Helicobacter pylori, so that the bile acid-metronidazole conjugate has a significantly improved therapeutic effect in the treatment of infections caused by the anaerobic bacteria.

Abstract: The invention provides a method for preparing 2-alkylsulfonyl substituted benzoic acid derivatives of formula (I) by conversion of 2-alkylthio substituted benzonitrile compound of formula (II), which are useful as intermediates in the preparation of herbicidally active compounds like pyrasulfotole or isoxaflutole.

Abstract: The present invention discloses a polymerized high-molecular-weight sterically hindered amine having a general formula I, the sterically hindered amine has the advantages of high molecular weight, difficult migration in polymer products, good thermal stability, etc., and can stabilize and/or be flame retardant to organic substances sensitive to light, heat or oxidation, and furthermore, can be made to have better compatibility with different types of polymer materials by changing substituents.

Abstract: Disclosed herein is an aminopyrazine compound of Formula (I), or a stereoisomer thereof, or a pharmaceutically acceptable salt thereof, and pharmaceutical compositions comprising thereof. Also disclosed is a method of treating HPK1 related disorders or diseases by using the compound disclosed herein.

Abstract: An ambient image projection device includes a lens assembly and a projection assembly. The projection assembly includes a first light source and a display screen. Content displayed on the display screen forms dynamic images to be projected into space under guidance of the lens assembly. The first light source, the display screen, and the lens assembly are arranged along an optical path direction of the projection assembly. The display screen is arranged on a light-emitting side of the first light source and is coaxially arranged with the first light source.

Abstract: A computer-implemented method for debugging microservices within a Trusted Execution Environment (TEE). The TEE receives a debugging script and its corresponding digital signature. The debugging script is digitally signed by a private key to create the digital signature. The TEE verifies the authenticity and integrity of the debugging script by using a public key to validate the digital signature. The TEE executes the debugging script to perform debugging operations on the microservices and generates debugging results. The TEE encrypts the debugging results using the public key and transmits the encrypted debugging results to a logging service for storage.

Abstract: Various embodiments of the teachings herein include an anomaly detection method. Some examples include: creating a knowledge graph according to data required to produce a product; acquiring measured values of multiple nodes in the knowledge graph in an upstream inspection process; calculating a characteristic deviation value of each of the multiple nodes based on the measured values of the multiple nodes in the upstream inspection process; calculating a similarity degree between any two nodes in the knowledge graph; and generating anomaly probabilities of respective nodes using a graph neural network according to the characteristic deviation value of each of the multiple nodes and the similarity degree between said any two nodes.

Abstract: Disclosed is a compound of a general formula (I), which may be used for the treatment of ATR kinase-mediated diseases, for example, proliferative diseases such as cancer. Further disclosed are a preparation method for the compound of the general formula (I), a pharmaceutical composition, and use of the pharmaceutical composition for the treatment of ATR kinase-mediated diseases.

Abstract: The present invention provides discloses a personalized federated learning method and system based on similar feature collaboration, applied to clients and servers, wherein each of the servers is used to manage at least two of the clients, each of the client has a local model and a local data set; the method comprises: (1) the servers receives local class-level feature vector sets sent by the clients; (2) the servers generate personalized class-level feature vector sets for the clients based on aggregation weights of the clients according to the local class-level feature vector sets; (3) the clients download corresponding personalized class-level feature vector sets from the servers, train and update local models on local data sets thereof, and obtain local class-level feature vector sets; and (4) the steps (2) to (3) are repeated until average training losses of the clients no longer decrease.

Abstract: A wetland restoration method based on an “ecological leverage points” is provided. The wetland restoration method includes the following steps: S1, selecting suitable native pioneer plants, and selecting a region for establishing restoration points in a degraded wetland; S2, calculating to obtain an expected plant population quantity Ppro of the degraded wetland according to the area S of the degraded wetland and the set expected planting density ?pre in combination with the following formula III, setting restoration time t, then calculating to obtain an initial plant population quantity P0 at t=0 by adopting the following formulas I and II, and further calculating to obtain the initial planting area S0 according to the initial plant population quantity P0 and the expected planting density ?pre; ? P ? t = rP ? N N + k - aP ; formula ? I ? N ? t = A - bP + acP ; formula ? II and S = P / ? .

Abstract: Disclosed are an endoscope wire pulling wheel, an endoscope handle, and an endoscope. During a winding process, both ends of a pull wire are respectively distributed at two opposite sides of a winding part; then, the two ends of the pull wire are respectively correspondingly wound in the two winding grooves in opposite directions. Since the two wire winding grooves are provided with wire penetrating holes communicated with a cavity, after the pull wire is wound, the ends of the pull wire can penetrate through one wire penetrating hole to the cavity, and then penetrate through the other wire penetrating hole from the cavity; and the penetration is repeated such that the ends of the pull wire can be stably fixed on the winding part.

Abstract: An automated library preparation system (1) includes a consumable item storage module (10) for storing a consumable item; a dispatching transfer module (30) capable of moving along a predetermined direction; a biochemical reaction module (20) including a plurality of biochemical reaction devices (21a, 21b) which are arranged in turn along the predetermined direction, each of the plurality of biochemical reaction devices being configured to perform one subprocess of sample preparation for gene sequencing, the dispatching transfer module (30) being configured to grab the consumable item (2) stored in the consumable item storage module, the dispatching transfer module being further configured to transfer the consumable item to the plurality of biochemical reaction devices when sliding along the predetermined direction; and a control module configured to control the consumable item storage module, the biochemical reaction module, and the dispatching transfer module to work collaboratively.

Abstract: The disclosure relates to the technical field of computer processing, and discloses a method, an apparatus, a device and a storage medium for processing playing loudness of media data. The method according to the disclosure comprises obtaining media data to be played and an audio feature of the media data to be played; obtaining loudness requirement information, wherein the loudness requirement information comprises a current playing environment and/or an attribute of a playing device; determining loudness processing information for the media data to be played based on the audio feature and the loudness requirement information; and processing the media data to be played based on the loudness processing information to obtain target media data for playing.

Abstract: The present invention relates to the technical field of video surveillance, in particular to a video surveillance device capable of multi-angle monitoring. The video surveillance device comprises a fixing mechanism, an angle adjustment mechanism, a monitoring case, a rotating rod, a monitoring camera, a mounting mechanism, a driving mechanism, a cleaning mechanism, and a blowing mechanism, where the fixing mechanism comprises a support leg and a column. The present invention can adjust the monitoring angle of the monitoring case and clean the monitoring camera, and the driving mechanism drives the cleaning mechanism to move back and forth and drives the blowing mechanism to blow air.

Abstract: Disclosed herein are novel 2,3-dihydro-1H-pyrido[2,3-b][1,4]oxazine or 1,2,3,4-tetrahydropyrido[2,3-b][1,4]oxazepine derivatives used as antagonists of IAPs (Inhibitors Apoptosis Proteins), also known as Smac mimetics. Disclosed herein is the use of these antagonists for inducing or sensitizing cells to the induction of apoptotic cell death, and the use of such compounds for treating proliferative disease such as cancer.