Abstract: Systems and methods are provided for implementing an adaptive machine learning platform for security penetration and risk assessment. For example, the system can receive publicly-available information associated with a client computer system, process the information to identify an input feature, and implement a machine learning model to identify the corresponding risk associated with the input feature. The system can recommend a penetration test for discovered weaknesses associated with the input feature and help make changes to the client computer system to improve security and reduce riskoverall.

Abstract: The systems and methods of the present disclosure provide accurate traffic volume estimates at intersections using data available from a subset of the total vehicles and can effectively resolve the issue with a low penetration rate of connected vehicles and can be used to optimize traffic lights at intersections. The systems and methods of the present disclosure use vehicle trajectory data to calculate arrival times at intersections and, from this data, use a statistical method to estimate the traffic volume. Traffic arriving at the intersection can be modeled by a distribution and then, using an algorithm, the likelihood of the observed data (limited approaching vehicles data) can be maximized. The parameters from the optimized model can be used to estimate the real traffic volume. The systems and methods of the present disclosure use a Gaussian Mixture Model (GMM) distribution to model incoming vehicles.

Abstract: A memory hierarchy includes a first memory and a second memory that is at a lower position in the memory hierarchy than the first memory. A method of managing the memory hierarchy includes: observing, over a first period of time, accesses to pages of the first memory; in response to determining that no page in a first group of pages was accessed during the first period of time, moving each page in the first group of pages from the first memory to the second memory; and in response to determining that the number of pages in other groups of pages of the first memory, which were accessed during the first period of time, is less than a threshold number of pages, moving each page in the other group of pages, that was not accessed during the first period of time from the first memory to the second memory.

Abstract: Techniques and mechanisms for coupling chiplets to microchips utilizing active bridges. The active bridges include circuits that provide various functions and capabilities that previously may have been located on the microchips and/or the chiplets. Furthermore, the active bridges may be coupled to the microchips and the chiplets via “native interconnects” utilizing direct bonding techniques. Utilizing the active bridges and the direct bonding techniques of the active bridges to the microchips and the chiplets, the pitch for the interconnects can be greatly reduced going from a pitch in the millimeters to a fine pitch that may be in a range of less than one micron to approximately five microns.

Abstract: Embodiments provide for the self-registration and automatic inventorying of enterprise Internet-of-Things (IoT) devices in an enterprise environment. An asset inventory agent on a network among many networks (i.e., within the enterprise environment) can receive a data packet from a computing device. The data packet is communicated via the network shared between the asset inventory agent and the computing device. The asset inventory agent can analyze the data packet, which can reveal a communication protocol associated with the computing device. A discovery rule associated with the protocol can be selected to extract inventory information from the data packet. The inventory information can be utilized to generate a distributed ledger transaction, which is communicated to a set of nodes adapted to collectively store the inventory information associated with the computing device onto the distributed ledger.

Abstract: Systems and methods for automatically retrieving and providing digital advertisements from multiple channels with improved relevancy to a search query are disclosed. In some embodiments, based on a query, a first set of sponsored items is retrieved and ranked based on an optimization of conversion rate, and a second set of sponsored items is retrieved and ranked based on an optimization of click-through rate. Based on the first set of sponsored items and the second set of sponsored items, a ranked list of recommended items is generated for display based on an advertisement auction mechanism, in response to the query.

Abstract: A system includes a unit of building equipment serving a building and including a heating, ventilation, or cooling component and onboard circuitry configured to execute a configuration routine stored on the circuitry which automatically configures parameters of the rooftop unit based on the signals received from sensors and devices at the building. The system also includes a cloud system communicably connectable to the onboard circuitry and configured to influence the configuration routine.

Abstract: Systems and methods for device control using near real time learning are disclosed. For example, an automatic action is performed by a target device in response to a predefined condition being met. Thereafter, context data is gathered and utilized to determine whether a negative user reaction has been provided in response to performance of the automatic action. When a negative user reaction is determined, mitigating actions may be taken close in time to when the context data is received to prevent further negative user reactions.

Abstract: A multi-modal imaging device can include a sensor array, a metamaterial filter, and a memory unit. The sensor array can be any suitable sensor which detects incoming light and is capable of recording a received image. The metamaterial filter can be oriented adjacent the sensor array and can be patterned with pixels having varied physical heights designed to diffract an incoming image to produce an engineered response which is sensitive to 2D spatial coordinates (x, y), time (t), and at least one of depth spatial coordinate (z), spectrum (?), and degree of polarization ({right arrow over (S)}). The memory unit can include instructions that, when executed by a processor, reconstruct the engineered response to produce a reconstructed image which includes the 2D spatial coordinates and at least one of z, ?, and {right arrow over (S)}.

Abstract: Techniques for policy-based failure handling of data that is received for processing by failed edge services are described herein. The techniques may include receiving, at an edge node of a network, a data handling policy for a service hosted on the edge node. The service may be configured to process traffic on behalf of an application hosted by a cloud-based platform. In some examples, the data handling policy may be stored in a memory that is accessible to the edge node. The techniques may also include receiving traffic at the edge node that is to be processed at least partially by the service. At least partially responsive to detecting an error associated with the service, the edge node may cause the traffic to be handled according to the data handling policy while the service is experiencing the error.

Abstract: A computing system obtain a keyword and an identifier for a user of a content authoring application. Based upon the keyword and identifier for the user, the computing system walks a user graph comprising nodes connected by edges. The walk comprises identifying seed nodes in the user graph representing at least one topic that corresponds to the keyword and identifying second level nodes in the user graph that are connected to the seed nodes. The second level nodes represent first content that is associated with the user. The computing system transmits contextual data that is based upon the first content to the content authoring application. The contextual data is processed and formatted and is included in second content presentable by the content authoring application. The contextual data may be used to autogenerate the second content without user input. The second content may be modified by the user as desired.

Abstract: Compliance management is disclosed. A user can submit a data request, which can trigger the generation of a permission token for a service operator and a service request for the data request. An identified service operator can be provided with exclusive permissions to solve the data request. Access to data is managed to allow non-compliance to be detected and addressed. An attempt is made to locate the performance token and the service request associated with a customer data request. Further, the permission token and service token can be evaluated. A compliance state is set to non-compliant when a search fails to locate the permission token and the service token or when the permission token is expired or the service request is invalid. If the compliance state is non-compliant, an alert or security action can be initiated.

Abstract: A method for scheduling resources in a network where the scheduling activity is split across two nodes in the network is disclosed, comprising: receiving, from a local scheduler in a first radio access network, access network information at a global scheduler; accessing information regarding a second radio access network allocating, at the global scheduler, resources for secondary allocation by the local scheduler; applying a hash function to map the allocated resources for secondary allocation to a set of hash values; and sending, from the global scheduler, the set of hash values to the local scheduler.

Abstract: This disclosure relates to method and system for nesting parts in 2-dimensional (2D) sheets. The method includes receiving one or more part drawing copies of a 2D part and a sheet drawing of a 2D sheet. Further, generating sheet pixel map of sheet drawing. For each of the part drawing copies, the method further includes generating a plurality of part pixel map pairs of part drawing copy, each of the plurality of pixel map pairs includes non-superimposable pixel map and superimposable pixel map; and determining a position of the part drawing copy on sheet pixel map where part drawing of superimposable pixel map is non-overlapping with other part pixel maps on sheet pixel map. The method further includes optimizing part pixel maps using finer fitting algorithm and updating superimposable part pixel map with non-superimposable part pixel maps on sheet drawing.

Abstract: The technology relates to a system on chip (SoC). The SoC may include a plurality of network layers which may assist electrical communications either horizontally or vertically among components from different device layers. In one embodiment, a system on chip (SoC) includes a plurality of network layers, each network layer including one or more routers, and more than one device layers, each of the plurality of network layers respectively bonded to one of the device layers. In another embodiment, a method for forming a system on chip (SoC) includes forming a plurality of network layers in an interconnect, wherein each network layer is bonded to an active surface of a respective device layer in a plurality of device layer.

Abstract: Various examples of the present disclosure relate to apparatuses, devices, methods, and computer programs for providing and processing information characterizing a non-uniform memory architecture. An apparatus for a computer system comprises processing circuitry to determine a presence of one or more memory devices connected to at least one processor of the computer system via a serial communication-based processor-to-memory interface, the one or more memory devices being part of a non-uniform memory architecture used by the computer system, determine at least one characteristic for the one or more memory devices by estimating or measuring a performance of the one or more memory devices as observed by the at least one processor, and provide information on the at least one characteristic of the one or more memory devices as part of information characterizing the non-uniform memory architecture.

Abstract: A method to reduce slack in a display layer of a flexible electronic-display device comprises arranging the display layer slidably relative to an electrically conductive support layer of the electronic-display device; arranging a dielectric layer between the electrically conductive support layer and an electrically conductive sublayer of the display layer; and charging the electrically conductive sublayer relative to the electrically conductive support layer to operatively urge the display layer toward the electrically conductive support layer.

Abstract: Various examples of the present disclosure relate to methods, apparatuses, devices, and computer programs for peers of a blockchain network. A method for distributing tasks to Web3 peers of a blockchain network comprises identifying, during execution of a smart contract, a plurality of tasks to be performed by one or more peers of the blockchain network, determining capabilities of the peers of the blockchain network, wherein at least one capability of at least one peer of the blockchain network is unlocked as an on-demand unlock of the capability at the respective peer, and distributing the plurality of tasks to the one or more peers based on the capabilities of the peers of the blockchain network.

Abstract: Various examples relate to apparatuses, devices, methods, and non-transitory machine-readable storage media for presenting content and for a node of a blockchain network. An apparatus for presenting content is to obtain the content, obtain, from at least one decentralized application referenced by the content, at least one license for using the content, and present the content in accordance with the at least one license.

Abstract: A bonded structure is disclosed. The bonded structure includes a first element and a second element that is bonded to the first element along a bonding interface. The bonding interface has an elongate conductive interface feature and a nonconductive interface feature. The bonded structure also includes an integrated device that is coupled to or formed with the first element or the second element. The elongate conductive interface feature has a recess through a portion of a thickness of the elongate conductive interface feature. A portion of the nonconductive interface feature is disposed in the recess.