Abstract: Disclosed herein is a graph streaming neural network processing system comprising a first processor array, a second processor, and a thread scheduler. The thread scheduler dispatches a thread of a first node to the first processor array or the second processor, wherein the thread is executed to generate output data comprising a data unit stored in a private data buffer of the second processor. The thread scheduler determines that the data unit is sufficient for executing a thread of a second node. The second node is dependent on the output data generated by execution of a plurality of threads of the first node. Upon determining that the data unit is sufficient, the thread scheduler dispatches the thread of the second node. The thread scheduler determines to dispatch a subsequent thread of the first node for execution when a predefined threshold buffer size is available on the private data buffer.

Abstract: An example system includes an implantable medical device and processing circuitry.

Abstract: Methods, systems, and apparatuses for unsupervised data drift detection for classification neural networks are disclosed. One method includes providing the data stream of images to a neural network, generating, by the neural network, class wise probabilities, storing each image of the data stream of images, storing the class wise probabilities generated by the neural network, comparing artifacts of images of the data stream at a first time with artifacts of images of the data stream at a second time, comparing artifacts produced by the class wise probabilities of the data stream retrieved from the stored class wise probabilities at a third time with artifacts produced by the class wise probabilities of the data stream retrieved from the stored class wise probabilities at a fourth time, and generating an informative communication based on the comparisons.

Abstract: Technology is disclosed for an access point (AP). The access point may include a processing device. The processing device may receive, at the AP from a first station (STA), a first stream classification service (SCS) request. The processing device may receive, at the AP, from a second STA, a second SCS request. The processing device may generate, at the AP, a peer-to-peer (P2P) group comprising the first STA and the second STA. The processing device may signal, from the AP to the first STA and second STA, the P2P group using a shared gained transmission opportunity (TXOP).

Abstract: Technology is disclosed for an access point (AP). The access point may include a processing device. The processing device may identify, at the AP, a time length and a periodicity for an internal virtual transmission opportunity (TXOP) for a peer-to-peer (P2P) group. The processing device may synchronize, at the AP, timing synchronization function (TSF) counters for the P2P group. The processing device may generate, at the AP, an event based on the periodicity. The processing device may start, at the AP, the internal virtual TXOP for the P2P group.

Abstract: Technology is disclosed for an access point (AP). The access point may include a processing device. The processing device may gain, at the AP, a specific bandwidth for a secondary channel in a transmission opportunity (TXOP). The processing device may send, from the AP to a plurality of stations (STAs), an initial control frame (ICF), wherein the ICF signals a frame exchange start for a peer-to-peer (P2P) group of the plurality of STAs and assigns the secondary channel to the P2P group of the plurality of STAs. The processing device may receive, from the P2P group of the plurality of STAs on the secondary channel, a first set of initial control responses (ICRs).

Abstract: Cartridges for vaporizer devices are provided. In one exemplary embodiment, a cartridge can include a reservoir housing that includes a reservoir chamber configured to selectively hold a vaporizable material, and an atomizer in fluid communication with the reservoir chamber. The atomizer includes a substrate having an array of ordered pores configured to draw a predetermined volume of vaporizable material from the reservoir chamber at a predetermined rate, and at least one heating material configured to selectively heat the at least a portion of the vaporizable material drawn into the substrate to generate a vaporized material. Vaporizer devices are also provided.

Abstract: Described herein are automated cooking apparatuses for storing and cooking food items as well as methods of operating such apparatuses. In some examples, an automated cooking apparatus comprises a storage unit, a delivery unit, and a cooking unit. The storage unit may be equipped with a refrigeration unit and a container delivery opening. The delivery unit is aligned with this opening and configured to load a set amount of the food items into each food compartment of the cooking unit. The cooking unit moves its food compartments through a cooking tank (e.g., filled with a cooking liquid and heated using a set of heating elements) and into a cooked food receiver. The storage unit or, more specifically, its uncooked food container unit is positioned proximate (e.g., within 200 millimeters) to the cooking tank thereby reducing the time for transporting the food items relative to the cooking time.

Abstract: A method is provided herein. The method includes (a) disposing a tape on a vacuum chuck, the tape including (i) a flexible polymer substrate; and (ii) an adhesive die catching film disposed on the flexible polymer substrate; and (b) applying suction to the tape to hold the tape on the vacuum chuck.

Abstract: A method includes transferring multiple discrete components from a first substrate to a second substrate, including illuminating multiple regions on a top surface of a dynamic release layer, the dynamic release layer adhering the multiple discrete components to the first substrate, each of the irradiated regions being aligned with a corresponding one of the discrete components. The illuminating induces a plastic deformation in each of the irradiated regions of the dynamic release layer. The plastic deformation causes at least some of the discrete components to be concurrently released from the first substrate.

Abstract: A light module for a motor vehicle includes a light source and a printed circuit supporting a converter circuit intended to supply the light source with electricity. The converter circuit includes at least one electronic power component. A first face of the printed circuit houses a first part of the converter circuit, and a second face of the printed circuit houses a second part of the converter circuit. The at least one electronic power component is integrated into the substrate of the printed circuit.

Abstract: Cartridges for vaporizer devices are provided. In one exemplary embodiment, a cartridge can include a reservoir housing that includes a reservoir chamber configured to selectively hold a vaporizable material, and an atomizer in fluid communication with the reservoir chamber. The atomizer includes a substrate having an array of ordered pores configured to draw a predetermined volume of vaporizable material from the reservoir chamber at a predetermined rate, and at least one heating material configured to selectively heat the at least a portion of the vaporizable material drawn into the substrate to generate a vaporized material. Vaporizer devices are also provided.

Abstract: Described herein are automated cooking apparatuses for storing and cooking food items as well as methods of operating such apparatuses. In some examples, an automated cooking apparatus comprises a storage unit, a delivery unit, and a cooking unit. The storage unit may be equipped with a refrigeration unit and a container delivery opening. The delivery unit is aligned with this opening and configured to load a set amount of the food items into each food compartment of the cooking unit. The cooking unit moves its food compartments through a cooking tank (e.g., filled with a cooking liquid and heated using a set of heating elements) and into a cooked food receiver. The storage unit or, more specifically, its uncooked food container unit is positioned proximate (e.g., within 200 millimeters) to the cooking tank thereby reducing the time for transporting the food items relative to the cooking time.

Abstract: An access point may include a processing device. The processing device may determine, at a medium access control (MAC) layer, a first modulation and coding scheme (MCS) for a first set of orthogonal frequency duplex multiplexing (OFDM) symbols. The processing device may determine, at the MAC layer, a second MCS for a second set of OFDM symbols. The processing device may generate, at the MAC layer, one or more aggregate MAC protocol data units (A-MPDUs) including the first MCS and the second MCS. The processing device may send, from the MAC layer to a physical layer (PHY), the one or more A-MPDUs to generate a PHY service data unit (PSDU) including the first MCS and the second MCS.

Abstract: Technology disclosed herein may include an access point (AP) which may include a processing device. The processing device may determine, at the access point, an assigned time for the access point and a wireless device; receive, at the access point, a transmission opportunity (TXOP); identify, at the access point, scheduling information for the TXOP, wherein the TXOP is partitioned into a plurality of TXOP partitions comprising first TXOP partitions associated with the access point and second TXOP partitions associated with the wireless device; and provide, from the access point to the wireless device, scheduling information for the TXOP.

Abstract: Technology disclosed herein may include an access point (AP) which may include a processing device. The processing device may transmit, at the access point, a first transmission in a first basic service set (BSS1) transmit opportunity (TXOP) in a first shared TXOP; send, from the access point to an additional access point, a first TXOP sharing request to send trigger frame; and receive, at the access point from the additional access point, a first clear to send (CTS) message.

Abstract: The present invention provides HIV-1 vaccine immunogens. Some of the immunogens contain a soluble gp140-derived protein that harbors a modified N-terminus of the HR1 region in gp41. Some of the immunogens contain an HIV-1 Env-derived trimer protein that is presented on a nanoparticle platform. The invention also provides methods of using the HIV-1 vaccine immunogens for eliciting an immune response or treating HIV infections.

Abstract: A system for risk-based management of irrigation may perform an initial assimilation for a first layer of soil, wherein the initial assimilation for the first layer of the soil is based on water input data and an initial water withdrawal estimate. The system may perform a deterministic-based estimate to generate deterministic-based estimate values for one or more additional layers of the soil. The system may perform an observation-based estimate to generate observation-based estimate values for the one or more additional layers of the soil. The system may generate soil moisture content modelling values based on the observation-based estimate values and the deterministic-based estimate values, the soil moisture content modelling values generated by applying a reconciliation algorithm to reconcile conflict between the deterministic-based estimate values and the observation-based estimate values.

Abstract: The techniques described herein relate to identifying network attack paths. An example method includes using at least one computer hardware processor to perform obtaining metadata indicating a set of network resources in a plurality of network resources and network connections among network resources in the set of network resources, generating, using the metadata, a relational representation of the set of network resources, generating, using the relational representation, a plurality of network paths between network resources in the set of network resources, and identifying, from among the plurality of network paths and using the relational representation and information indicating one or more of the plurality of network resources that have at least one respective security vulnerability, one or more network attack paths that may be used to exploit one or more security vulnerabilities of network resources in the set of network resources.

Abstract: The techniques described herein relate to visualizing network attack paths. An example method includes using at least one computer hardware processor to perform: identifying one or more vulnerable network resources in a plurality of network resources, each of the one or more vulnerable network resources having at least one respective security vulnerability; accessing at least one portion of a relational representation of a set of network resources in the plurality of network resources, identifying, using the at least one portion of the relational representation, one or more network attack paths between the one or more vulnerable network resources and network resources in the set, generating, using the at least one portion of the relational representation, a graph, and generating a GUI comprising a visualization of the graph and information indicating that the one or more attack paths may be used to exploit one or more security vulnerabilities of the set.