Abstract: Various aspects of the present disclosure relate to training a node of a two-sided model. When a new user equipment (UE) side node is added to a two-sided model, training information representing a trained model is received (e.g., from the network side). An encoder model for the UE is trained based at least in part on the training information and, once trained, the UE transmits data encoded at the UE using the trained encoder model. When a new network (e.g., base station) side node is added to the two-sided model, training information associated with one or more UEs is received. A decoder model for the base station is trained based at least in part on the training information and, once trained, the base station uses the trained decoder model to decode data encoded at and received from UE.

Abstract: Various aspects of the present disclosure relate to training dataset updates. A training dataset is partitioned into multiple dataset groups and each dataset group includes one or more training datapoints. Each dataset group is associated with a first label and a second label. The first label corresponds to a temporal or time-domain related parameter, such as a time stamp or a time duration. The second label is at least one of a weight or a value associated with a characteristic of the dataset. The training dataset is updated based on at least one of the first label or the second label, such as by updating a subset of values of the second label, removing a dataset group, or adding a new dataset group to the training dataset. Updated information corresponding to the updated training dataset can then be sent from one device to another.

Abstract: A method, system and apparatus for outlier exposure based anomaly detection for detecting anomalies in network traffic are disclosed. According to one or more embodiments, a central node (17) is configured to train an Outlier Exposure (OE)-based autoencoder using unlabeled network data and labeled network attack data where the OE-based autoencoder is trained to reconstruct input data with an objective that is configured to minimize a reconstruction error on unlabeled network data and to maximize the reconstruction error on labeled network attack data, use the trained OE-based autoencoder to determine a reconstruction error on network traffic, and compare the determined reconstruction error to a threshold to determine if local network traffic is an anomaly.

Abstract: A method for generating a data sample in a first frequency band from measurements in a second frequency band. The method includes obtaining a first plurality of samples, obtaining a second plurality of samples, obtaining a mapping model based on the first plurality of samples and the second plurality of samples, obtaining a third plurality of samples, and obtaining the data sample based on the mapping model and the third plurality of samples. Obtaining the first plurality of samples includes measuring a first frequency response of an environment in the first frequency band. Obtaining the second plurality of samples includes measuring a second frequency response of the environment in the second frequency band. Obtaining the third plurality of samples includes measuring a third frequency response of the environment in the second frequency band. Obtaining the data sample includes applying the mapping model on the third plurality of samples.

Abstract: A method for adaptive coding and modulation. The method includes generating a set of mapping functions and transmitting a tth set of transmit symbols where 1?t?T and T is a maximum number of symbol transmissions. Transmitting the tth set of transmit symbols includes transmitting each transmit symbol in the tth set of transmit symbols. Each transmit symbol is transmitted by a respective transmitter. Transmitting each transmit symbol includes generating a tth set of mapped symbols, generating each transmit symbol from the tth set of mapped symbols, and transmitting each transmit symbol. Generating the tth set of mapped symbols includes applying a mapping functions subset of the set of mapping functions on a respective data vector. Each mapping function in the mapping functions subset depends on a respective mapped symbol in an rth set of mapped symbols where 0?r?T.

Abstract: A method for adaptive coding and modulation. The method includes generating a set of mapping functions and transmitting a tth set of transmit symbols where 1?t?T and T is a maximum number of symbol transmissions. Transmitting the tth set of transmit symbols includes transmitting each transmit symbol in the tth set of transmit symbols. Each transmit symbol is transmitted by a respective transmitter. Transmitting each transmit symbol includes generating a tth set of mapped symbols, generating each transmit symbol from the tth set of mapped symbols, and transmitting each transmit symbol. Generating the tth set of mapped symbols includes applying a mapping functions subset of the set of mapping functions on a respective data vector. Each mapping function in the mapping functions subset depends on a respective mapped symbol in an rth set of mapped symbols where 0?r?T.

Abstract: A method for generating at least one of a plurality of data samples in a first frequency band from measurements in a second frequency band. The method includes obtaining a first plurality of samples by measuring a plurality of frequency responses of an environment in the first frequency band, obtaining a second plurality of samples by measuring a first set of frequency responses of the environment in the second frequency band, obtaining a mapping model based on the first plurality of samples and the second plurality of samples, obtaining a third plurality of samples by measuring a second set of frequency responses of the environment in the second frequency band, and obtaining the at least one of the plurality of data samples by applying the mapping model on the third plurality of samples.

Abstract: A method for generating a data sample in a first frequency band from measurements in a second frequency band. The method includes obtaining a first plurality of samples, obtaining a second plurality of samples, obtaining a mapping model based on the first plurality of samples and the second plurality of samples, obtaining a third plurality of samples, and obtaining the data sample based on the mapping model and the third plurality of samples. Obtaining the first plurality of samples includes measuring a first frequency response of an environment in the first frequency band. Obtaining the second plurality of samples includes measuring a second frequency response of the environment in the second frequency band. Obtaining the third plurality of samples includes measuring a third frequency response of the environment in the second frequency band. Obtaining the data sample includes applying the mapping model on the third plurality of samples.

Abstract: Apparatuses and methods are disclosed for using RF energy on an uplink channel to transition an unpowered access point to a power-up state. One apparatus includes a wake-up circuit that detects a radio frequency (“RF”) data signal from a remote unit, harvests RF energy of the RF data signal, and determines a signal strength of the RF data signal. The apparatus includes a controller that activates a network interface to query a base unit for a wake-up confirmation message in response to the signal strength of the RF data signal exceeding a threshold power level, adjusts a wake-up configuration in response to not receiving the wake-up confirmation message, and transitions the apparatus from an unpowered state to a power-up state in response to receiving the wake-up confirmation message.

Abstract: A method for receiving a PDCH is provided. The method includes receiving, by a UE, information identifying a plurality of resource elements that are transmitted with zero power in a resource block containing the PDCH; receiving, by the UE, a first DMRS on a first DMRS port transmitted from a first cell; and receiving, by the UE, the PDCH that is transmitted on the first DMRS port.

Abstract: In some examples, a wireless access network node communicates with user equipments (UEs) in a plurality of sets of subframes, the plurality of sets of subframes comprising a first set of subframes and a second set of subframes. The wireless access network node performs dynamic power control of a transmission of the wireless access network node in the first set of subframes, and does not perform dynamic power control of a transmission of the wireless access network node in the second set of subframes.

Abstract: Apparatuses and methods are disclosed for using RF energy on an uplink channel to transition an unpowered access point to a power-up state. One apparatus 300 includes a processor 305 that receives uplink data from a remote unit 105 over a first uplink channel and determines whether to offload the data traffic of the remote unit 105 to an access point 115, wherein the access point 115 transitions to a power-up state after harvesting radio energy from a second uplink channel. The processor 305 further allocates uplink resources to the remote unit 105 on the second uplink channel in response to determining to offload the data traffic of the remote unit 105 to the access point 115. The apparatus may further include a radio transceiver 325 for receiving uplink data from the remote unit 105 over the first and second uplink channels.

Abstract: A method for receiving a PDCH is provided. The method includes receiving, by a UE, information identifying a plurality of resource elements that are transmitted with zero power in a resource block containing the PDCH; receiving, by the UE, a first DMRS on a first DMRS port transmitted from a first cell; and receiving, by the UE, the PDCH that is transmitted on the first DMRS port.

Abstract: A method and apparatus is for generating a modulation signal that comprises a resource block. A resource element sequence, Mnp, of M pilot symbols is determined that corresponds to an nth of N subcarriers. A pilot frequency domain sample sequence, rnp, corresponding to the resource element sequence Mnp comprises a quantity, RnNZ, of non-zero magnitude pilot frequency domain samples. RnNZ is determined based on M and an excess bandwidth, ?, of an adjacent subcarrier filter. The resource element sequence Mnp, which has no inter-subcarrier interference, is multiplexed with N?1 resource element sequences to form the resource block. The modulation signal is generated by modulating each subcarrier of the N subcarriers with a corresponding resource element sequence of the N resource element sequences and filtering each of the modulated subcarriers using a subcarrier filter. The resource element sequence Mnp is used during receiving for efficiently determining a channel estimate.

Abstract: Systems, methods, and apparatuses for using band-limited subframes in wireless communication networks are provided. During the band-limited subframes, the macro cell base station may mute its transmission or transmit at a low power over some frequency sub-band, while transmitting at a normal or higher power over other frequency sub-band. Correspondingly, the small cell base station may communicate with UEs within its coverage at the frequency sub-band that the macro cell base station transmits at a low power. The band-limited subframe enables the small cell base station to communicate with the UE with reduced interference, and in the meantime, increases the throughput of macro cell base station as it does not require the macro cell base station to completely mute its transmission during the band-limited subframe.

Abstract: A method for receiving a PDCH is provided. The method comprises: receiving, by a UE, information identifying a plurality of resource elements that are transmitted with zero power in a resource block containing the PDCH; receiving, by the UE, a first DMRS on a first DMRS port transmitted from a first cell; and receiving, by the UE, the PDCH that is transmitted on the first DMRS port.

Abstract: In some examples, a wireless access network node communicates with user equipments (UEs) in a plurality of sets of subframes, the plurality of sets of subframes comprising a first set of subframes and a second set of subframes. The wireless access network node performs dynamic power control of a transmission of the wireless access network node in the first set of subframes, and does not perform dynamic power control of a transmission of the wireless access network node in the second set of subframes.

Abstract: A wireless access network node receives, from a coordinating network node, configuration information relating to a configuration of an uplink signal comprising a given uplink sequence selected by a user equipment (UE) from a plurality of uplink sequences and to be transmitted by the UE, the configuration information to enable the wireless access network node to monitor for the uplink signal, the plurality of uplink sequences mapped to respective power levels. The wireless access network node monitors for the uplink signal according to the configuration while the wireless access network node is in an off state, and determines a power level of the uplink signal based on the given uplink sequence in the uplink signal detected by the wireless access network node.

Abstract: A method and apparatus is for generating a modulation signal that comprises a resource block. A resource element sequence, Mnp, of M pilot symbols is determined that corresponds to an nth of N subcarriers. A pilot frequency domain sample sequence, rnp, corresponding to the resource element sequence Mnp comprises a quantity, RnNZ, of non-zero magnitude pilot frequency domain samples. RnNZ is determined based on M and an excess bandwidth, ?, of an adjacent subcarrier filter. The resource element sequence Mnp, which has no inter-subcarrier interference, is multiplexed with N?1 resource element sequences to form the resource block. The modulation signal is generated by modulating each subcarrier of the N subcarriers with a corresponding resource element sequence of the N resource element sequences and filtering each of the modulated subcarriers using a subcarrier filter. The resource element sequence Mnp is used during receiving for efficiently determining a channel estimate.

Abstract: A method for receiving a PDCH is provided. The method comprises: receiving, by a UE, information identifying a plurality of resource elements that are transmitted with zero power in a resource block containing the PDCH; receiving, by the UE, a first DMRS on a first DMRS port transmitted from a first cell; and receiving, by the UE, the PDCH that is transmitted on the first DMRS port.