Abstract: In an approach for post-modeling data visualization and analysis, a processor presents a first visualization of a training dataset in a first plot. Responsive to receiving a selection of a data group of the training dataset to analyze, a processor identifies three or fewer key model features of the data group of the training dataset. A processor ascertains a representative record of each key model feature of the three or fewer key model features using a Local Interpretable Model-Agnostic Explanation technique. A processor presents a second visualization of the three or fewer key model features and the representative record of each key model feature in a second plot.

Abstract: Provided is a method for wireless communication. The method is applicable to a first node, and includes: transmitting a set of signals, the set of signals including at least one first signal and at least one second signal, wherein the at least one first signal is transmitted based on configuration information, and the at least one second signal is transmitted upon modulation based on channel information of a first channel.

Abstract: An example apparatus includes: class D amplifier circuitry having a first input, a second input, a third input, and an output, the first input of the class D amplifier circuitry coupled to the output of the class D amplifier circuitry; and class AB amplifier circuitry having a first input, a second input, a third input, and an output, the first input of the class AB amplifier circuitry coupled to the first input of the class D amplifier circuitry and the output of the class D amplifier circuitry, the second and third inputs of the class AB amplifier circuitry coupled to the second and third inputs of the class D amplifier circuitry, and the output of the class AB amplifier circuitry.

Abstract: A wireless communication method and a communications device are provided. The method includes: receiving, by a first device, a first reference signal from a second device based on configuration information of the first reference signal; and sending, by the first device, a second reference signal to the second device based on configuration information of the second reference signal, where the first reference signal and the second reference signal are respectively used to determine first channel information and second channel information, and the first channel information and the second channel information are the same. In the foregoing solution, the first device determines the first channel information based on the first reference signal, and the second device determines the second channel information based on the second reference signal.

Abstract: The invention provides nucleic acid molecules encoding FGF21 mutant polypeptides, FGF21 mutant polypeptides, pharmaceutical compositions comprising FGF21 mutant polypeptides, and methods for treating metabolic disorders using such nucleic acids, polypeptides, or pharmaceutical compositions.

Abstract: A communication method and a communications device are provided. The communication method includes: receiving, by a first device, one or more sensing signals, where the sensing signal is a reference signal and/or is a signal carried on a data channel. The communication device includes at least one processor configured to: receive one or more sensing signals, where the sensing signal is a reference signal and/or is a signal carried on a data channel.

Abstract: Determining whether synthetic data is sufficient for utilization in connection with one or more machine learning models. The computing device accesses a protected batch of data associated with a machine learning model. The computing device accesses a simulated batch of data, the simulated batch of data based upon but anonymizing the protected batch of data. The computing device accesses one or more comparisons of one or more variables in the protected batch of data and the simulated batch of data to obtain a similarity value. The computing device performs a machine learning function utilizing at least in-part the simulated batch of data if the similarity value exceeds a similarity threshold.

Abstract: Provided are a wireless communication method and a communication device. The wireless communication method comprises: a first node sending first sensing assistance information corresponding to a first sensing node, wherein the first sensing assistance information comprises one or more items of the following information of the first sensing node: sensing capability information, operating bandwidth information, sensing precision information, transmit power information, electric quantity information, resource occupancy information, indication information of expecting or not expecting to participate in sensing, location information, or information for matching with sensed targets.

Abstract: Embodiments of the present application provide an information transmission method and apparatus, a terminal, and a network device, and the method includes that: a terminal receives at least one set of control signaling configuration, where the at least one set of control signaling configuration has an association relationship with at least one physical downlink control channel (PDCCH) detection capability of the terminal.

Abstract: A computer-implemented method for anomaly detection for a time series data is provided. Aspects include receiving a time series data including a plurality of sequential data points, calculating an expected next value for the time series data based on the plurality of sequential data points, and receiving an actual next value corresponding to the time series data. Aspects also include calculating an anomaly strength estimate based on the expected next value and the actual next value, identifying one of a plurality of anomaly detection pipelines based on the anomaly strength estimate and a portrait associated with each of the plurality of anomaly detection pipelines, and obtaining an anomaly prediction by inputting the time series data and the actual next value into the one of the plurality of anomaly detection pipelines.

Abstract: Aspects of the subject disclosure may include, for example, receiving information defining a high-capacity event in a mobility network, receiving information defining a network location of the high-capacity event in the mobility network, automatically configuring one or more network components of the mobility network according to a set of high-capacity parameters, the one or more network components associated with the network location of the high-capacity event, limiting access to the mobile network to specific users according to the high-capacity parameters, and after the high-capacity event, automatically configuring the one or more network components of the mobile network according to a set of reversion parameters. Other embodiments are disclosed.

Abstract: An embodiment configures a plurality of parameters, the parameters being usable to generate artificial data from original data, the configuring adjusting a level of privacy in the artificial data. An embodiment fits a distribution type to a variable of the original data. An embodiment adjusts, using a desired level of privacy and the distribution type, a level of noise, wherein the level of noise corresponds to the desired level of privacy. An embodiment generates, using the distribution type and the level of noise, the artificial data, the artificial data achieving the desired level of privacy by including noise data corresponding to the level of noise.

Abstract: A communication method, including: transmitting, by a first device, a plurality of signals/channels according to first information corresponding to each signal/channel in the plurality of signals/channels; where signal/channel types corresponding to the plurality of signals/channels include at least one of: a signal/channel type used for sensing; a signal/channel type used for communication; or a signal/channel type used for communication and sensing.

Abstract: A computer-implemented method for generating an artificial data set is provided. Aspects include obtaining an input data set, calculating an association between the plurality of categorical variables of the input data set, and creating, based on the association, a plurality of clusters of categorical variables. Aspects also include identifying a key variable for each of the plurality of clusters of categorical variables, creating a key cluster for each of the plurality of clusters, and creating a cluster contingency table for each of the clusters. Aspects further include generating, based on the cluster contingency table for each of the plurality of clusters and for the key cluster, a data set for each of the plurality of clusters and the key cluster and generating the artificial data set based on a combination of the data set for each of the plurality of clusters and the key cluster.

Abstract: Methods of treating metabolic diseases and disorders using a composition comprising an antigen binding protein specific for the GIPR polypeptide conjugated to a GLP-1 receptor agonist are provided. In various embodiments the metabolic disease or disorder is type 2 diabetes, obesity, dyslipidemia, elevated glucose levels, elevated insulin levels and diabetic nephropathy. In certain embodiments the composition comprises an antibody or functional fragment thereof comprising a cysteine at one or more conjugation site(s) wherein the GLP-1 receptor agonist is conjugated to the antibody or functional fragment thereof through the side-chain of the cysteine residue.

Abstract: The disclosure discloses a transmission parameter determination method, a terminal device, a network device, a chip, a computer-readable storage medium, a computer program product and a computer program. The method includes: the terminal device receives a first transmission parameter; the first transmission parameter is used to determine the number of bits of the first indication field in the DCI; the first transmission parameter and the second transmission parameter correspond to the first indication field in the DCI.

Abstract: A method and apparatus for sensing and communication, a chip and a storage medium are provided. The method includes that: a first node receives first information from a second node. Herein, the first information includes at least one of: information of the second node, information of a sensed object, constraint information of a sensing node, constraint information of a sensing signal, constraint information of a sensing signal transmission resource, or information of a sensing service.

Abstract: A method a for wireless sensing includes: determining, by a sensing device, a sensing result according to a plurality of sensing signals; where the plurality of sensing signals are received by the sensing device by adopting a first receiving manner, or the sensing result is determined by the sensing device based on a first processing manner; the first receiving manner comprises not performing waveform adjusting on a sensing signal, or the first receiving manner comprises performing waveform adjusting on a sensing signal by adopting a first waveform adjustment parameter; and the first processing manner is used for the sensing device to perform waveform correction processing on the plurality of sensing signals.

Abstract: This application relates to a power control method and a device. The method includes: determining, by a first device based on a path loss of at least one first link, transmit power of a channel/signal used for sensing, the first link being a link related to a transmission link of the channel/signal used for sensing.

Abstract: Provided is a processing method for split resources, which includes: receiving authorization information sent by the network apparatus, the authorization information is used to allocate transmission resource to the terminal apparatus; the media access control layer of the terminal apparatus determines that the transmission resource includes at least one split resource; starting or restarting the configuration authorization timer based on the transmission resource or the split resource. In the present solution, when the terminal apparatus determines that the transmission resource authorized by the network apparatus includes at least one split resource, based on the transmission resource or the split resource, the configuration authorization timer is started, which provides a solution for how to process split resources.