Abstract: Techniques are presented for detecting and remediating security events. One method includes ingesting signals and telemetry from various tools like Software as a Service (SaaS), Endpoint Detection and Response (EDR), Mobile Device Management (MDM), and Secure Access Service Edge (SASE). Live session graphs are created for users, mapping all application token sessions. The system collects data from multiple sources to construct detailed graphs that represent user sessions, application usage, device employment, and third-party application tokens. This helps identify both legitimate and suspicious sessions, reducing false positives and enhancing effectiveness. Session graphs are analyzed to detect security threats, identify suspicious activities, and determine appropriate responses. Further, remediation tools are provided to address security events manually or automatically through established policies.

Abstract: A method of execution unit (EU) sharing between processor cores is described. The method includes encountering a structural hazard associated with an issued instruction in an instruction queue of a dispatch stage inside an active processor core. The method also includes issuing a request for an idle execution unit of an inactive processor core. The method further includes sending a transaction containing source operands of the issued instruction, and a word address of a result buffer as a destination operand to an allocated EU of the inactive processor core. The method also includes replacing the issued instruction in the instruction queue with a load operation to forward a result of the issued instruction from the result buffer based on the word address.

Abstract: Described herein are techniques for optimizing real-time traffic flow of a multi-class vehicle network. In some embodiments, a trained machine learning model may be used to determine one or more segments of a street network where traffic congestion is predicted to occur at a predetermined future time. The vehicles may include a first type of vehicle and a second type of vehicle, each occupying different portions of a given segment. A subset of vehicles occupying the segments at the predetermined future time may be identified and, for each, a set of alternative routes may be determined. Quantum optimization data, including the pre-selected routes, the alternative routes, and an indication of whether the vehicle is of a first or second type, may be provided to a quantum computing system, which may return an updated route for at least some of the vehicles to minimize traffic congestion at the predetermined future time.

Abstract: A method for performing a backup operation, the method comprising receiving a backup request for an asset, partitioning, based on available capacity in a proxy infrastructure, a plurality of slices of the asset into a plurality of backup sessions, wherein each backup session comprises a separate portion of the slices, wherein the plurality of slices are associated with a queue, sending a first reservation request to the proxy infrastructure, wherein the first reservation request specifies the plurality of backup sessions, making a first determination that a first portion of the plurality of backup sessions was successfully reserved and that a second portion of the plurality of backup sessions was unsuccessfully reserved, sending a request to initiate the first portion of the plurality of backup sessions on the proxy infrastructure, and sending the second portion of the plurality of backup sessions to the queue based on the first determination.

Abstract: Systems and methods for authorizing operations associated with blocked media assets using two-factor authentication. In some aspects, a media guidance application (e.g., executed by a set-top box or other user equipment used to store and display media assets) prompts a user for a password (e.g., a personal information number) in order to unlock the content for viewing. In response to receiving a second request from the user to perform an operation related to the media asset (e.g., delete), the media guidance application prompts the user for an additional factor confirming his or her identity, consistent with two-factor authentication protocol. If the user's identity is authenticated as a user that has authority to perform the operation related to the media asset (e.g., delete the stored media asset), the media guidance application performs the operation related to the media asset (e.g., deletes the media asset).

Abstract: A fluid adhesive dispenser device includes a housing having a passageway through the housing and a port at a distal end of the passageway. The dispenser device also includes a container at least partially within the housing configured to contain a single-use amount of the fluid adhesive. The container is configured to be opened allowing the fluid adhesive contained therein to be actively expelled from the container through the passageway and the port of the housing. A method of manufacture of the fluid adhesive dispenser device includes providing the dispenser device filled with the single-use amount of the fluid adhesive and sterilizing the filled device.

Abstract: A method of training a deep neural network, such as would be used in facial recognition, includes training the deep neural network to normalize feature vectors to a learned value representing a radius of a multi-dimensional hypersphere using a convex augmentation of the primary loss function.

Abstract: In some implementations, a network device may transmit, based on a time window, a request to disable a link for a candidate length of time. The network device may receive, based on the candidate length of time, an indication to disable the link for a length of time. The network device may power off one or more components associated with the link based on the indication to disable the link for the length of time. In some implementations, a network device may receive a request to disable a link for a candidate length of time. The network device may transmit, based on the candidate length of time and a time window, an indication to disable the link for a length of time. The network device may power off one or more components associated with the link based on the indication to disable the link for the length of time.

Abstract: In aspects of rollable screen device with piezoelectric sensing, a mobile device includes a rollable display screen configurable in one of multiple display states corresponding to respective device form factors. The mobile device has one or more piezoelectric sensors that detect forces applied to the rollable display screen of the mobile device. The mobile device implements a selection manager that activates one or more parameters (e.g., volume, call acceptance, call decline) of the mobile device based on the forces detected by the one or more piezoelectric sensors.

Abstract: In embodiments, in processes that can be repeated numerous times, relationship instance data is inputted, of relationship instances between primary entities and secondary entities. For a relationship instance, an outbound dataset is constructed that has dataset parameters with respective dataset values. One of the dataset values characterizes an attribute of one of the entities, and another encodes a base value for the relationship instance data. The outbound dataset is transmitted across a network to an Online Software Platform (OSP) computer system. The OSP computer system produces, according to digital rules, two or more resources for the dataset, and an inbound dataset is returned with the results, for forwarding to an output device. Handling settings are also inputted by a UI. Depending on the handling settings, one of the resources is added, or not, to the base value for a user as part of forwarded results.

Abstract: The present invention relates to ashwagandha root extract that potentiates the complete spectrum of natural active principles present in the Ashwagandha root. The composition is prepared by a process that uses no organic solvent media to extract active principles. The compositions are further potentiated with milk or with biproducts of milk like whey, milk solids, curd etc.

Abstract: In conventional networked computing systems, stream-processing software is utilized to handle real-time data feeds. For example, a stream-processing software may sort incoming data feeds into data logs, which are then consumed by various application servers within the computing system. However, this consumption process is susceptible to failure as application servers often fail to consume a full payload of data comprising a particular message. As such, a need exists for a streaming architecture with improved fault tolerance. The system provided herein solves the problem via a reliable streaming process, which regularly generates partitions within a series of data lakes. As streaming data is received, the payloads are synced into the different data lakes based on metadata associated with the streaming data. The system can then perform individual quality checks on each partition of data, enabling the system to continuously monitor data quality over time.

Abstract: Systems and methods for performing a medical imaging analysis task based on pixelwise positionally encoded features are provided. One or more input medical images are received. One or more pixelwise positional embedding images are generated for the one or more input medical images using a spatially varying function. Patches are extracted from the one or more input medical images and the one or more pixelwise positional embedding images. The patches extracted from the one or more input medical images are encoded with corresponding ones of the patches extracted from the one or more pixelwise positional embedding images into pixelwise positionally encoded features. A medical imaging analysis task is performed using a machine learning based network based on the pixelwise positionally encoded features. Results of the medical imaging analysis task are output.

Abstract: This disclosure relates generally to a bidirectional charging at an electric vehicle (EV) charging station by an energy model that uses electricity bought from the day-ahead market for charging the fleet of electric vehicles (EVs) and uses the intra-day market for arbitrage. The competitive pricing of wholesale electricity markets and distributed energy resource capability of EV fleets (in addition) provide a revenue channel through energy arbitrage. To effectively handle electricity price variations and the energy demand of the EV fleet, the present disclosure utilizes a graph representation-based learning agent (LA3_D) with two-stage encoding for day-ahead charge planning; and a priority order based greedy heuristic (GH_I) for intra-day arbitrage planning. Because the agent learns the planning policy of mapping EVs to charging operations over several problem instances, it is able to solve a given instance with limited sub-optimality when put to test at different levels of scale.

Abstract: Methods, systems, and computer programs are presented for searching the content of voice conversations. The conversations are translated into text and analysis of the conversation is performed to identify information in the conversation. The information identified includes turns taking data in the conversation and states identified within each state. A powerful user interface (UI) is provided to review the conversations and add annotations that tag the different turns. Additionally, parameter values are extracted from the text. A powerful search engine is provided with multiple search options, such as searching for text, searching by state within the conversation, searching by parameters extracted from the conversation, or a combination thereof.

Abstract: A first network device may provide a link discovery message to a second network device, and may identify a link based on the link discovery message. The first network device may provide, to the second network device, a first control channel message that identifies the link at the first network device, a current state of the link as a power on state, and a desired state of the link as a power sleep state, and may receive, from the second network device, a second control channel message that identifies the link at the second network device, the current state of the link as the power on state, and the desired state of the link as the power sleep state. The first network device may place the link in the power sleep state based on the first control channel message and the second control channel message.

Abstract: A global count or reference time in a computing device may be maintained during a sleep state in which the global counter is powered off. The global count from the global counter may be saved in a register when the sleep state is entered. When the sleep state is exited, the global count in the register may be restored in the global counter.

Abstract: Methods and Wi-Fi devices that utilize the target wait time (TWT) feature of the Wi-Fi specification are disclosed. These methods reduce power consumption by selectively listening to only a portion of the beacons that are transmitted by the access point. In one scenario, the Wi-Fi device only listens to one beacon per TWT wake interval. In another embodiment, the Wi-Fi device may have knowledge of the application that is being executed, such as its allowable latency. The Wi-Fi device may use this allowable latency to determine when to exit low power mode to receive a beacon. Further, mechanisms to ensure that the connection between the Wi-Fi device and the access point are also disclosed. Additionally, techniques to maintain synchronization between the Wi-Fi device and the access point are disclosed.

Abstract: An integrated circuit design implementation system includes a die-to-die (D2D) complier configured to receive a configuration of a semiconductor package. The semiconductor package includes a first semiconductor die and a second semiconductor die bonded to each other. The D2D compiler is configured to generate, based on the configuration of the semiconductor package, a first bump map and a second bump map for the first semiconductor die and the second semiconductor die, respectively. The first bump map indicates respective locations of a plurality of first bump structures of the first semiconductor die, and the second bump map indicates respective locations of a plurality of second bump structures of the second semiconductor die.

Abstract: Described are various embodiments of image registration methods and systems, as well as associated non-transitory computer readable mediums comprising instructions directed to image registration.