Abstract: A method comprising: processing by a testing apparatus, one or more data packets using simulations of at least one of: at least one radio access point and at least one user equipment; and a core network, wherein the one or more data packets comprises at least one of: one or more data packet received from the network server apparatus; and one or more data packets to be transmitted to the network server apparatus.

Abstract: A computer-implemented method and system are described for training a class-conditional generative adversarial network (GAN). The discriminator is trained using a classification loss function while omitting using an adversarial loss function. Instead, if the training data has C classes, the classification loss function is formulated as a 2C-class classification problem, by which the discriminator is trained to distinguish 2 times C classes. Such trained discriminator provides an informative training signal for the generator to learn the class-conditional data synthesis by the generator. A data synthesis system and computer-implemented method are also described for synthesizing data using the generative part of the trained generative adversarial network.

Abstract: A training method is described in which data augmentation is used. New data instances are derived from existing data instances by modifying the latter in a manner dependent on respective variables. A conditionally invertible function is provided to generate different prediction target labels for the new data instances based on the respective variables. The machine learnable model thereby may not only learn the class label of a data instance but also the characteristic of the modification. By being trained to learn the characteristics of such modifications, the machine learnable model may better learn the semantic features of a data instance, and thereby may learn to more accurately classify data instances. At inference time, an inverse of the conditionally invertible function may be used to determine the class label for a test data instance based on the output label of the machine learned model.

Abstract: Certain aspects of the present disclosure provide techniques for wireless communication. A method that may be performed by a base station (BS), the method including determining a plurality of root sets, wherein each root set of the plurality of root sets comprise at least a first root and a second root. In some examples, the method includes transmitting signaling that indicates the plurality of root sets.

Abstract: A frame includes a bracket and a number of fixing brackets. The bracket forms a multi-layer stacking space. The fixing brackets are mounted on the bracket. The fixing frame includes a number of hook portions configured to hook onto the bracket to mount the fixing frame on the bracket. The fixing bracket defines a number of through holes in a mesh structure. Each through hole is configured to receive a glue-filled hose.

Abstract: Methods, systems, and devices for wireless communications are described. A user equipment (UE) may communicate with a base station by initiating a random access procedure with a two-root preamble. The UE may receive, from the base station, control signaling that indicates a set of root preamble sequences. The UE may transmit, to the base station, a preamble signal that is generated based on a first root preamble sequence and a second root preamble sequence of the set of root preamble sequences. The UE may then monitor for a preamble response based on the preamble signal. In some cases, the base station may be a base station in a terrestrial network. In other cases, the base station may be a satellite in a non-terrestrial network (NTN).

Abstract: A computing system is described herein that expedites deep neural network (DNN) operations or other processing operations using a hardware accelerator. The hardware accelerator, in turn, includes a tensor-processing engine that works in conjunction with a scalar-processing unit (SPU). The tensor-processing engine handles various kinds of tensor-based operations required by the DNN, such as multiplying vectors by matrices, combining vectors with other vectors, transforming individual vectors, etc. The SPU performs scalar-based operations, such as forming the reciprocal of a scalar, generating the square root of a scalar, etc. According to one illustrative implementation, the computing system uses the same vector-based programmatic interface to interact with both the tensor-processing engine and the SPU.

Abstract: Embodiments of this application disclose a data transmission method. The data transmission method includes establishing, by a station, a multi-link to an access point, the multi-link instructing the access point to provide at least a first frequency band and a second frequency band, and the first frequency band and the second frequency band being two different frequency bands; transmitting, by the station, a first data packet to the access point on the first frequency band; and transmitting, by the station, a second data packet to the access point on the second frequency band, wherein the access point removes the first data packet or the second data packet according to a data transmission status, the second data packet and the first data packet transmitting same service data.

Abstract: According to one or more embodiments, a method, a computer program product, and a computer system for preventing intrusion during video recording or streaming are provided. According to the method, at first, a camera of a device may capture a scene into a video, then the device may store frame-series images of the video into a cache. The device may then detect whether there is at least one intruder in the scene, and then in response to the at least one intruder being detected in the scene, the device may eliminate the at least one intruder from the cached frame-series images.

Abstract: A method for genetic transformation of edible mushrooms is provided relating to the technical field of genetic transformation of Agaricus bisporus, enoki mushroom and shiitake. The disclosed method for genetic transformation of Agaricus bisporus includes: inoculating Agaricus bisporus liquid mycelia into a foxtail-millet-grain culture medium, and pre-culturing them at 20-25° C. until Agaricus bisporus mycelia grow on surfaces of foxtail millet grains. This method uses the foxtail millet grains as an attachment matrix, and during the pre-culturing and co-culturing, the culture substrate is shaken up every day. The method for genetic transformation of enoki mushroom or shiitake includes: inoculation of enoki mushroom mycelia or shiitake mycelia, activated culturing of agrobacterium, and agrobacterium infecting a foxtail millet grain-enoki mushroom mycelium matrix or a foxtail millet grain-shiitake mycelium matrix.

Abstract: A humidity reduction apparatus and a method for reducing the humidity of a volume of gas. The humidity reduction apparatus comprises a gas delivery conduit, at least one heat-conductive media positioned in-line within at least a portion of the gas delivery conduit, and a cooler in contact with at least a portion of the gas delivery conduit to cool the gas delivery conduit and the at least one heat-conductive media. The gas delivery conduit comprises at least one conducting portion. The first side of the cooler is configured to cool the at least one conducting portion of the gas delivery conduit and the at least one heat-conductive media. The voltage applied across the cooler is selectably reversed such that the first side heats the at least one conducting portion of the gas delivery conduit and the at least one heat-conductive media.

Abstract: This application provides a multichannel data transmission method performed at a proxy server when communicating with a mobile terminal and a target service server. The multichannel data transmission method includes: receiving, from the mobile terminal, a plurality of uplink data packets in parallel through a plurality of channels, parsing the plurality of uplink data packets to obtain a plurality of target service data packets and a plurality of uplink packet headers, performing deduplication processing on the plurality of target service data packets according to the plurality of uplink packet headers, and transmitting the target service data packets reserved after the deduplication processing to the target service server, each uplink packet headers including a packet sequence number of each uplink data packet.

Abstract: Disclosed are techniques for paging a user terminal (UT) in a non-terrestrial network (NTN), which may define a plurality of NTN tracking areas (TA). Each NTN TA, served by one or more satellite beams, may move or may be a geographic region. The UT may report its location before changing its connection state with the NTN and may also update its location whenever it moves a threshold distance from the previous reported location. The NTN may estimate UT's current location based on the last reported location and other factors including mobility of the UT. The NTN may determine a UT TA as the NTN TA that corresponds to the current location, and may page the UT through one or more satellite beams corresponding to the UT TA.

Abstract: Various aspects of the present disclosure generally relate to wireless communication. In some aspects, a user equipment (UE) may transmit a physical uplink shared channel (PUSCH) message associated with a random access channel (RACH) procedure to a non-terrestrial network node. The UE may monitor a physical downlink control channel (PDCCH) for a contention resolution message associated with the RACH procedure during a contention resolution window. In some aspects, the UE may start to monitor the PDCCH a variable time period after the PUSCH message is transmitted. Numerous other aspects are provided.

Abstract: Systems, methods, and non-transitory computer-readable media can receive a set of user features associated with a user. An optimal ad load for the user is determined based on the set of user features and one or more machine learning models. The user is provided with one or more advertisements in accordance with the optimal ad load.

Abstract: Various aspects of the present disclosure generally relate to wireless communication. In some aspects, a user equipment (UE) may determine that a hybrid automatic repeat request (HARQ)-less mode is activated for communication with a base station (BS). The UE may configure a reordering timer based at least in part on the HARQ-less mode being activated for communication with the BS. Numerous other aspects are provided.

Abstract: Various aspects of the present disclosure generally relate to wireless communication. In some aspects, a base station (BS) may map a plurality of resource elements from an orthogonal frequency division multiplexing (OFDM) resource structure to respective time-domain samples of a plurality of time-domain samples included in a single-carrier resource structure. The BS may transmit the plurality of time-domain samples to a user equipment (UE). Numerous other aspects are provided.

Abstract: A composition, and a crocins active site extracted from Gardenia jasminoides Ellis, mainly comprising the following ingredients: crocetin di-?-D-gentiobioside, crocetin-?-D-glucopyranosyl-?-D-gentiobioside, crocetin di-?-D-glucopyranoside, 13Z-crocetin di-?-D-gentiobioside, neocrocin B, crocetin mono-?-D-gentiobioside, 13Z-crocetin-8-O-?-D-gentiobioside, 13Z-crocetin-8?-O-?-D-gentiobioside, and crocetin mono-?-D-glucopyranoside. Pharmacological experiment results show that the crocins active site can effectively improve learning and memory injuries in mice induced by scopolamine and amyloid ? protein.

Abstract: A training system for training a generator neural network arranged to transform measured sensor data into generated sensor data. The generator network is arranged to receive as input sensor data and a transformation goal selected from a plurality of transformation goals and is arranged to transform the sensor data according to the transformation goal.

Abstract: Disclosed are pharmaceutical compositions comprising tedizolid phosphate, methods of preparing such pharmaceutical compositions, and methods of treating bacterial infections with such pharmaceutical compositions. Specifically, a pharmaceutical composition comprising tedizolid phosphate, an acid; and a suspending agent; and wherein the pH of the composition upon constitution with water is between about pH 2-4.5, is provided, wherein the acid is not citric acid or malic acid.