Abstract: Systems and methods for encoding and decoding neural network data is provided. A method includes: obtaining an independent neural network with a topology; encoding the independent neural network with the topology such as to obtain a neural network representation (NNR) bitstream; and sending the NNR bitstream to a decoder, wherein the NNR bitstream includes a group of NNR units (GON) that represents the independent neural network with the topology, and the GON includes an NNR model parameter set unit, an NNR layer parameter set unit, an NNR topology unit, an NNR quantization unit, and an NNR compressed data unit.

Abstract: Neural network based substitutional end-to-end (E2E) image compression (NIC) being performed by at least one processor and includes receiving an input image to an E2E NIC framework, determining a step size of the input image indicating a learning rate of a training model, determining a substitute image based on the training model, encoding the substitute image in lieu of the input image to generate a bitstream, and mapping the substitute image to the bitstream to generate a compressed representation. Further, step size may be determined by a scheduler and change throughout the training of the training model. The image may also be split into patches for which a scheduler is assigned for each patch and each patch is encoded instead of the entire input image.

Abstract: A method of unification based coding for neural network model compression is performed by at least one processor and includes receiving a layer uniform flag indicating whether a quantized weight of an input neural network is encoded using a uniform coding method, and determining whether the quantized weight is encoded using the uniform coding method, based on the received layer uniform flag. The method further includes, based on the quantized weight being determined to be encoded using the uniform coding method, encoding the quantized weight, using the uniform coding method, and based on the quantized weight being determined to not be encoded using the uniform coding method, encoding the quantized weight, using a non-uniform coding method.

Abstract: A pruning method of neural network based video coding of a current block of a picture of a video sequence is performed by at least one processor and includes categorizing parameters of a neural network into groups, setting a first index to indicate that a first group of the groups is to be pruned, and a second index to indicate that a second group of the groups is not to be pruned, and transmitting, to a decoder, the set first index and the set second index. Based on the transmitted first index and the transmitted second index, the current block is processed using the parameters of which the first group of the groups is pruned.

Abstract: A transistor includes an insulating layer, a source region, a drain region, a channel layer, a ferroelectric layer, and a gate electrode. The source region and the drain region are respectively disposed on and in physical contact with two opposite sidewalls of the insulating layer. A thickness of the source region, a thickness of the drain region, and a thickness of the insulating layer are substantially the same. The channel layer is disposed on the insulating layer, the source region, and the drain region. The ferroelectric layer is disposed over the channel layer. The gate electrode is disposed on the ferroelectric layer.

Abstract: This application provides an uplink signal transmission method, a terminal, and a network side device. The uplink signal transmission method includes: the terminal receives first information delivered by the network side device, and the terminal sends the second information to the network side device based on the first information. The first information indicates information related to sending of second information, and the second information indicates related information for assisting the network side device to save energy.

Abstract: A transistor including a channel layer including an oxide semiconductor material and methods of making the same. The transistor includes a channel layer having a first oxide semiconductor layer having a first oxygen concentration, a second oxide semiconductor layer having a second oxygen concentration and a third oxide semiconductor layer having a third oxygen concentration. The second oxide semiconductor layer is located between the first semiconductor oxide layer and the third oxide semiconductor layer. The second oxygen concentration is lower than the first oxygen concentration and the third oxygen concentration.

Abstract: An information handling system detects whether a text element in a graphical user interface is truncated by comparing the text element with an expected text element using a pattern-matching algorithm. The system also detects whether a non-text element in the graphical user interface is truncated by comparing the non-text element to a reconstructed copy of the non-text element.

Abstract: In a method for displaying relationship-based relationship indicators in a gaming interface, a team interface including a plurality of player positions is displayed. Player avatars at the plurality of player positions are displayed. Each player avatar corresponds to a respective team member of a plurality of team members. When a relationship is detected between at least two team members of the plurality of team members, relationship indicators at the plurality of player positions corresponding to the at least two team members are displayed. The relationship indicators indicate the relationship detected between the at least two team members. Apparatus and non-transitory computer-readable storage medium counterpart embodiments are also contemplated.

Abstract: Neural network based substitutional end-to-end (E2E) image compression (NIC) being performed by at least one processor and includes receiving an input image to an E2E NIC framework, determining a substitute image based on a training model of the E2E NIC framework, encoding the substitute image to generate a bitstream, mapping the substitute image to the bitstream to generate a compressed representation of the input image. Further, the input may be partitioned into blocks for which a substitute representation is determined for each block and each block is encoded instead of the entire substitute image.

Abstract: A method performed by at least one processor includes the following steps: generating a layout of an integrated circuit (IC), the layout including a cell and a layout context in a vicinity of the cell; determining a representative context group for the cell from a set of predetermined context groups; determining a representative timing table corresponding to the representative context group, the representative timing table including a best-case delay value and a worst-case delay value; and performing a timing analysis on the layout according to the best-case delay value and the worst-case delay value.

Abstract: A blockchain-based transaction system for a green certificate includes an audit node, a proxy node, and an off-chain node. The proxy node is used by a power producer and a purchaser; the audit node verifies qualification information of the power producer, and send a green certificate to the power producer; the off-chain node predicts a transaction price of a next transaction; when receiving sale information of the power producer and purchase information of the purchaser, the proxy node sends the sale information, a digital signature of the power producer, the purchase information, and a digital signature of the purchaser to the off-chain node; the off-chain node matches the sale information and the purchase information, and sends successfully matched transaction information to the proxy node; the proxy node sends the successfully matched transaction information to a transaction smart contract; and the transaction smart contract performs transaction processing.

Abstract: Systems and methods described herein relate to the handling of resource-intensive computing jobs in a cloud-based job execution environment. An unexecuted computing job has a plurality of features. A resource intensity prediction is generated for the unexecuted computing job based on the features and on historical job data that classifies each of a plurality of executed computing jobs as either resource intensive or non-resource intensive. The resource intensity prediction indicates that the unexecuted computing job is predicted to be classified as resource intensive. A predicted resource intensity category of the unexecuted computing job is determined. Utilization data associated with one or more of a plurality of job execution destinations may be accessed. The unexecuted computing job may be assigned to a selected job execution destination from among the plurality of job execution destinations based on the predicted resource intensity category and the utilization data.

Abstract: A memory cell includes a thin film transistor over a semiconductor substrate, the thin film transistor including: a memory film contacting a word line; and an oxide semiconductor (OS) layer contacting a source line and a bit line, wherein the memory film is disposed between the OS layer and the word line, wherein the source line and the bit line each comprise a first conductive material touching the OS layer, and wherein the first conductive material has a work function less than 4.6. The memory cell further includes a dielectric material separating the source line and the bit line.

Abstract: A memory cell includes a ferroelectric (FE) material contacting a word line; and an oxide semiconductor (OS) layer contacting a source line and a bit line, wherein the FE material is disposed between the OS layer and the word line. The OS layer comprises: a first region adjacent the FE material, the first region having a first concentration of a semiconductor element; a second region adjacent the source line, the second region having a second concentration of the semiconductor element; and a third region between the first region and the second region, the third region having a third concentration of the semiconductor element, the third concentration is greater than the second concentration and less than the first concentration.

Abstract: A method of forming a semiconductor memory device includes: forming a stack structure on a substrate, the stack structure including a plurality of dielectric layers and a plurality of sacrificial layers alternatingly stacked in a Z direction substantially perpendicular to the substrate; forming a plurality of source/drain trenches in the stack structure; conformally forming a barrier layer in the source/drain trenches, and then filling the source/drain trenches with a plurality of sacrificial segments; forming a protection layer over the stack structure to cover the barrier layer and the sacrificial segments; removing the sacrificial layers of the stack structure to form a plurality of spaces among the dielectric layers; forming a plurality of conductive layers in the spaces; sequentially removing the protection layer, the sacrificial segments and the barrier layer; and forming a plurality of memory structures in the source/drain trenches.

Abstract: Disclosed is a method for determining a reasonable soaking time of a shale oil/gas well, implementing testing and experimentation using a device for testing a reasonable soaking time of a shale oil/gas well.

Abstract: Disclosed is a mobile communication device protective case, including a housing put on a mobile phone, the housing is provided with a button opening at a position adapted to a touch-sensitive button, the button opening is installed with a membrane; and the membrane includes a fingerprint area located in a center and a fixed area surrounding the fingerprint area, the fixed area is fixedly connected to the housing, the fingerprint area is exposed from the button opening, and an inner side surface of the fingerprint area is connected to the touch-sensitive button located at the button opening, such that a user's finger can be recognized by the touch-sensitive button via the fingerprint area. In the present disclosure, the housing can protect the touch-sensitive buttons through the membrane, and a mute toggle key of the mobile phone can be accurately toggled through a toggle button and a lever.

Abstract: Techniques for a unified relational database framework for hybrid vector search are provided. In one technique, multiple documents are accessed and a vector table and a text table are generated. For each accessed document, data within the document is converted to plaintext, multiple chunks are generated based on the plaintext, an embedding model generates a vector for each of the chunks, the vectors are stored in the vector table along with a document identifier that identifies the accessed document, tokens are generated based on the plaintext, the tokens are stored in the text table along with the document identifier. Such processing may be performed in a database system in response to a single database statement to create a hybrid index. In response to receiving a hybrid query, a vector query and a text query are generated and executed and the respective results may be combined.

Abstract: A hybridoma cell line of secreting cyproheptadine monoclonal antibodies with a preservation number of CGMCC No. 14699 belongs to the field of food safety immunological detection. BALB/c mice are immunized through one time immunization with complete freund's adjuvant, three times of booster immunization with incomplete freund's adjuvant and one time of rush immunization with cyproheptadine complete antigen without adjuvant; the spleen cells from BALB/C mice immunized with high potency and low value of IC50 are fused with murine myeloma cells; and then the hybridoma cell line is obtained through indirect competitive ELISA screening and three sub-clones. The monoclonal antibody secreted by this cell line has good specificity and detection sensitivity to cyproheptadine (value of IC50 is 0.37 ng/ml), being suitable for detection of cyproheptadine in food.