Abstract: The techniques disclosed herein enable systems to enable multi-market optimization of renewable energies using data-driven models. To achieve this, a model retrieves a current state from a resource generation system and associated resource markets. The model can then compute a policy based on the state as well physical and technical constraints. The policy defines various actions that direct operation of the resource generation system such as resource production and dispatch to markets. Applying the policy to the resource generation results in a modified state which the model extracts along with a measure of optimality which quantifies the success of the policy. Based on these metrics, the model can generate an updated iteration of the policy defining a different set of actions. In this way, the model can gradually develop an optimal policy for controlling the resource generation system.

Abstract: The description relates to automated binary code summarization. In one example, a binary code summarization tool receives binary code and combines the received binary code with natural language in a prompt for a large language model (LLM). The binary code summarization tool receives a semantic summarization from the LLM relating to the received binary code and evaluates the new semantic summarization for malicious functionality in the received binary code.

Abstract: Provided are methylcytosine-selective deaminases, compositions, kits, and methods employing them, including a sequencing method involving (a) contacting a DNA substrate comprising cytosine (C) and at least one methylcytosine nucleobase selected from 5-methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) or comprising C and both 5mC and 5hmC, with a methylcytosine-selective deaminase to produce a deamination product, wherein the methylcytosine-selective deaminase (i) is capable of deaminating 5mC to thymidine (T) and/or 5hmC to hydroxymethyluridine (hmU) and (ii) preferentially deaminates the at least one methylcytosine nucleobase relative to cytosine (C); and (b) sequencing the deamination product, or amplifying the deamination product to produce an amplification product, and sequencing the amplification product, in each case, to produce sequence reads, wherein positions of Cs and position of the at least one methylcytosine nucleobase in the DNA substrate is determined based on the sequence reads.

Abstract: Provided are a data transmission method and apparatus, and a storage medium. The method includes: receiving second downlink control information over a second search space, and rejecting receiving first downlink control information over a first search space; wherein the second downlink control information comprises downlink control information for carrying feedback of a base station.

Abstract: A computer implemented method includes accessing training data that includes images, associated alternative text, and proximately located text providing instructions describing a user interface. The images are paired with text captions derived from the proximately located text and image's alternative text, training a vision and language model in a self-supervised manner using language masking, region masking, and image-text alignment techniques on respective image region features and tokenized text captions. Fine-tuning of the vision and language model is performed to obtain a specialized model representing user interface elements and associated functions.

Abstract: Provided are an information receiving method, an information sending method, a communication node, and a storage medium. The information receiving method includes receiving (S110) first information sent by a second communication node; and determining (S120) a temporary ID of the second communication node according to a resource serial number of a transmission resource used for transmission of the first information. The temporary ID includes a bit sequence corresponding to the resource serial number. The resource serial number includes at least one of the following: a round serial number, a slot serial number, a group serial number, a spreading code serial number, or a subchannel serial number.

Abstract: Provided are a method and apparatus for transmitting downlink control information. The method includes transmitting the downlink control information (DCI) through a physical downlink control channel (PDCCH); and scheduling multiple transport blocks (TBs) through the DCI. The scheduled multiple TBs are indicated by new data indicator (NDI) information and hybrid automatic repeat request (HARQ) process information in the DCI.

Abstract: Provided are a configuration method and apparatus, a receiving method and apparatus, a device, and a storage medium. The configuration method includes: determining a modulation and coding scheme (MCS) set based on a higher-layer configuration parameter; and configuring an MCS of data based on the MCS set; where the higher-layer configuration parameter indicates whether data transmission supports a 16 quadrature amplitude modulation (16QAM) modulation scheme, and the MCS set includes one or more of: a first MCS set and a second MCS set.

Abstract: Methods, apparatus and systems for determining a transmission resource for transmitting a wake-up signal in a wireless communication are described. In one embodiment, a method performed by a wireless communication node is disclosed. The method comprises: determining an initial transmission resource for wake-up signal (WUS) transmission; determining an updated transmission resource for WUS transmission based at least on the initial transmission resource and an offset; and transmitting, on the updated transmission resource, a WUS to at least one wireless communication device, wherein the offset is selected from a plurality of predetermined values based on a location of a paging occasion (PO) corresponding to the WUS.

Abstract: Provided are a transmission method and device, and a computer readable storage medium. The transmission method includes: receiving, by a terminal, indication information of a maximum transmission block size (TBS) supported by a data transmission, and determining the maximum TBS supported by the data transmission according to the indication information; and determining, by the terminal, a TBS supported by the data transmission according to the maximum TBS supported by the data transmission.

Abstract: An antenna structure and a manufacturing method therefor are disclosed. The antenna structure may include: a feed power dividing plate provided with a slot, an inner wall of the slot is metallized, and pads are arranged on two sides of the slot; and an isolating bar provided with a pin configured to be inserted into the slot, the isolating bar being welded to the feed power dividing plate through the pads based on a through-hole reflow soldering process.

Abstract: A data transmission method and device, and a resource determination method and device, the method including user equipment (UE) transmitting a signal on one or more first uplink channel resources, where the signal includes one of the following: a single subcarrier signal, a multi-subcarrier signal, or a random access signal.

Abstract: A transmission control method and apparatus, a terminal device, a base station, a communication system, and a non-transitory computer-readable storage medium are disclosed. The transmission control method may include: judging validation of Timing Advance (TA); and initiating a random access procedure in response to the TA being in an invalid state.

Abstract: Provided are a wake up signal sending method and apparatus, a wake up signal receiving method and apparatus, a base station, a terminal and a storage medium. The number of groups corresponding to a WUS and position information about the WUS are configured. Then, a first sequence corresponding to the WUS is sent in a resource position corresponding to the position information. This implements the configuration and sending of a group wake up signal, and avoids unnecessary PDCCH detection processes of a terminal, thereby reducing the power consumption of the terminal effectively.

Abstract: Presented are systems, methods, apparatuses, or computer-readable media for monitoring control channels using dynamic downlink control information. A wireless communication device may receive, from a wireless communication node, a higher layer configuration. The wireless communication device may receive, from the wireless communication node, downlink control information (DCI) configured to trigger upper limits for physical downlink control channel (PDCCH) monitoring. In some embodiments, the wireless communication device may decode at least one PDDCH in at least one slot according to the upper limits.

Abstract: Provided are a control information indicating method, a communication node and a computer-readable storage medium. The method includes: sending, by a first communication node, control information to a second communication node, where the control information is used for indicating the scheduling of one or more transport blocks, each transport block corresponds to a respective one of hybrid automatic repeat request (HARQ) processes when being scheduled, and each HARQ process has a corresponding HARQ process index and new data indication (NDI) information.

Abstract: This disclosure provides techniques for efficiently identifying epileptiform discharges in brain scan data. Brain scan data from an epileptic patient is segmented into multiple windows. Features of the data are identified for each window and provided to a machine learning (ML) model trained on labeled brain scan data. The ML model ranks the windows according to the likelihood each contains an epileptiform discharge. The highest-ranked window is shown to a technician trained in interpreting brain scans. The technician provides feedback regarding whether the window contains an epileptiform discharge or not. The ML model is updated by an online learning process based on feedback from the technician. The remaining windows are re-ranked, and the next highest-ranked window is shown to the technician. This process repeats and the ML model improves based on the technician feedback. This greatly reduces the amount of technician time spent reviewing brain scan data.

Abstract: Disclosed are a resource scheduling method and apparatus, and a computer-readable storage medium. The method includes: an interleaving granularity of scheduled physical shared channels is determined according to a preset rule; and the scheduled physical shared channels are interleaved according to the interleaving granularity.

Abstract: Provided are a method and apparatus for transmitting downlink control information. The method includes transmitting the downlink control information (DCI) through a physical downlink control channel (PDCCH); and scheduling multiple transport blocks (TBs) through the DCI. The scheduled multiple TBs are indicated by new data indicator (NDI) information and hybrid automatic repeat request (HARQ) process information in the DCI.