Abstract: A technique for key-point detection, including receiving, by a machine learning model, an input image, generating a set of image features for the input image, determining, by the machine learning model, based on the set of image features, a bounding box for an object detected in the input image, the bounding box described by bounding box information, identifying, by the machine learning model, based on the set of image features and a center point of the bounding box, a plurality of key-points associated with the object, filtering the plurality of key-points based on a confidence score associated with each key-point of the plurality of key-points, and outputting coordinates of the plurality of key-points, confidence scores associated with the plurality of key-points, and the bounding box information.

Abstract: An apparatus includes a memory that stores instructions; and a processing unit that executes the instructions to identify a created process, to receive a notification of a first event for an ancestor process and a notification for a second event for the created process, the notification of the first event indicating a first ActivityID and a first ID, the notification of the second event indicating a second ActivityID and a second ID, the first ID being different from the second ID, to perform a first determination that the created process was created by a component object model (COM) call, at least in part based on the second ID, and to perform a second determination that the ancestor process indirectly created the created process, at least in part based on the first and second ActivityIDs and the first determination.

Abstract: Aspects of the present disclosure relate to systems and methods for determining one or more relevant activities to surface for a user of one or more files hosted by a collaborative application. In one aspect, a set of collaborative activities that are applied by one or more users to one or more files hosted by the collaborative application may be captured. The set of collaborative activities may be analyzed in relation to the user of the one or more files hosted by the collaborative application. At least some activities in the set of collaborative activities may be identified as belonging to one or more relevance categories. A prioritization may be assigned to the at least some activities that belong to the one or more relevance categories.

Abstract: Provided are methods and systems for combining business process management (BPM) and robotic process automation (RPA) into a unified BPM and RPA process. An example method commences with creating a BPM process flow. The BPM process flow can include one or more BPM models for executing BPM tasks. The method then proceeds with creating an RPA process flow. The RPA process flow can include one or more RPA models for executing the one or more RPA tasks. The method can further include linking the one or more RPA models to the BPM process flow. Thereafter, the method proceeds with creating an application package associated with the unified BPM and RPA process. The application package can include the one or more BPM models and the one or more RPA models. The method can further include exporting the application package for deployment.

Abstract: Various aspects of the present disclosure generally relate to wireless communication. In some aspects, a user equipment (UE) may communicate on a first set of carriers in a first frequency range (FR) and a second set of carriers in a second FR. The UE may detect a radio link control (RLC) discontinuity on at least one of the first set of carriers or the second set of carriers. The UE may identify one or more FRs, of the first FR and the second FR, in which the RLC discontinuity occurred. The UE may transmit an RLC status report based at least in part on the identified one or more FRs. Numerous other aspects are described.

Abstract: Provided herein are methods for preparing ketone-containing organic molecules. The methods are based on novel iron/copper-mediated (“Fe/Cu-mediated”) coupling reactions. The Fe/Cu-mediated coupling reaction can be used in the preparation of complex molecules, such as halichondrins and analogs thereof. In particular, the Fe/Cu-mediated ketolization reactions described herein are useful in the preparation of intermediates en route to halichondrins.

Abstract: The system and methods described aid content delivery by providing requested content using a hybrid delivery of unicast and multicast content. A content delivery system receives, from user equipment, a request for content and identifies multicast sources for the content. The content delivery system determines a recent multicast source from the multicast sources, the recent multicast source having begun more recently relative to the other sources. The content delivery system transmits, to the user equipment, an identity of the recent multicast source and provides a beginning portion of the content to the user equipment via a unicast stream.

Abstract: In some embodiments, apparatuses and methods are provided herein useful for access token conversion. The system comprises a first application programming interface (API) backend using a first authentication service based on a first tokenization protocol and a second API backend using a second authentication service based on a second tokenization protocol. The second authentication service is configured to receive from, a user device, a call to the second API backend with a first token associated with the first authentication service, convert the first token to a first converted token based on the second tokenization protocol, and forward the first converted token to the user device for use in subsequent calls to the second API backend.

Abstract: Systems and methods are provided for dynamically modifying beamforming weights based on MU-MIMO user device pairings. A quantity of MU-MIMO user device pairings served by a node is determined. Based on a maximum quantity of potential MU-MIMO user device pairings for the node, it is determined that a quantity of the MU-MIMO user device pairings for the node is below a threshold. Because the quantity of the MU-MIMO user device pairings is below the threshold, beamforming weights are modified to widen a vertical main lobe to increase the quantity of MU-MIMO user device pairings.

Abstract: Methods and apparatus to generate audience metrics using third-party privacy-protected cloud environments. An example apparatus includes at least one memory, programmable circuitry, and instructions to cause the programmable circuitry to generate a first demographic correction model based on a first matrix, the first matrix including first data indicative of user accesses to media, the first matrix associated with a first demographic, generate a second demographic correction model based on a second matrix, the second matrix including second data indicative of user accesses to the media, the second matrix associated with a second demographic, and generate predicted demographics of a user associated with the user accesses based on the first demographic correction model and the second demographic correction model, the predicted demographics including the first demographic and the second demographic.

Abstract: Various approaches for deploying and controlling distributed compute operations with the use of infrastructure processing units (IPUs) and similar networked processing units are disclosed.

Abstract: A first communication, received from a first communication device operated by a first user, is parsed according to a policy to determine associated metadata comprising a first set of attributes. The policy dictates rules for use of the metadata. The first set of attributes is compared to attributes of a plurality of communication devices. Based on the comparing, at least one recipient communication device for the first communication is identified from the plurality of communication devices, wherein at least one of the first set of attributes matches at least one of the attributes of the plurality of communication devices. Based on the policy and the metadata, at least one of a feature available to the at least one identified recipient communication device and behavior of the at least one identified recipient communication device as perceived by a particular user associated with the at least one recipient communication device is determined.

Abstract: The present invention relates to Rapid melt granules prepared by encapsulation and complexation processes. The present invention specifically relates to Rapid melt granules prepared by novel process of particulate coating comprising the steps of encapsulation of active ingredient with encapsulation polymer and/or pore former, drying, blending, optionally polymer coating, drying before blending and filling into sachets or compressing into tablets. The present invention more specifically relates to Rapid melt granules prepared by novel process of complexation comprising the steps of complexation of active ingredient with sulfonated polymers of ion exchange resin, drying, blending, optionally polymer coating, drying before blending and filling into sachets or compressing into tablets.

Abstract: Disclosed are systems and methods including computing-processes executing machine-learning architectures for voice biometrics, in which the machine-learning architecture implements one or more language compensation functions. Embodiments include an embedding extraction engine (sometimes referred to as an “embedding extractor”) that extracts speaker embeddings and determines a speaker similarity score for determine or verifying the likelihood that speakers in different audio signals are the same speaker. The machine-learning architecture further includes a multi-class language classifier that determines a language likelihood score that indicates the likelihood that a particular audio signal includes a spoken language. The features and functions of the machine-learning architecture described herein may implement the various language compensation techniques to provide more accurate speaker recognition results, regardless of the language spoken by the speaker.

Abstract: In an approach for augmenting contextual timeline markers on a virtual video conversation, a processor records a virtual meeting on a virtual meeting platform with one or more participants. Responsive to the virtual meeting chair ending the virtual meeting with one or more incomplete tasks, a processor creates an augmented recording of the virtual meeting, wherein the augmented recording includes a timeline composed of a plurality of timeline markers, wherein a timeline marker is associated with a conversation that occurs at a particular contextual conversation point during the virtual meeting. A processor enables one or more post-meeting collaboration enabled conversations between the virtual meeting chair and one or more nonparticipants, wherein the one or more incomplete tasks are completed. A processor requests feedback on a timeline marker response associated with the one or more incomplete tasks from a timeline marker creator. A processor applies the feedback received.

Abstract: The disclosed technology relates to improved user authentication to verify transaction legitimacy. An exemplary system may send a request for a current image to a mobile device associated with a user. The request may include an indication of a requested action to be performed by the user. The system may classify an action depicted in the current image obtained in response to the request. A determination may be made as to whether the depicted action corresponds to the requested action based on the classification. When it does correspond, the system may compare facial feature(s) recognized in obtained past image(s) associated with the user to a facial feature(s) recognized in the current image to determine when the user is depicted in both the past image(s) and the current image. When the user is depicted in both the past image(s) and the current image, the system may allow the transaction to proceed.

Abstract: A vehicle is operable in a first mode in which vehicle actions are controlled in response to inputs received by an input device carried by the vehicle from an operator while being boarded on the vehicle and in a second mode in which vehicle actions are controlled in response to inputs received from the operator while the operator is proximate the vehicle, but no longer boarded on the vehicle. The vehicle carries a sensor configured to output a sensed input, as sensed by the sensor, from the operator proximate the vehicle, but not boarded on the vehicle. The sensed input is recognized and associated with a vehicle action and control signals are output to the vehicle based on the sensed input to cause the vehicle to carry out the vehicle action.

Abstract: Inadvertent data swaps can be prevented by measuring volume of transactions in distributed computing environment to determine locations for potential data swaps; and managing a correlation between a thread identification (ID) and transaction header (ID) for transactions in the distributed computing environment. In some embodiments, the prevention of data swaps can further include performing a data transmission interruption to avoid data swaps at the locations for potential data swaps. When the thread identification (ID) and transaction header (ID) do not match the potential for data swaps can be high.

Abstract: An online concierge system maintains a taxonomy associating one or more specific items offered by a warehouse with a category. When the online concierge system receives a selection of an item from a user for inclusion in an order, the online concierge system determines a category including the selected item. From prior received orders, the online concierge system 102 identifies additional categories including one or more items included in various prior received orders. Based on cooccurrences of the category and the additional categories, the online concierge system generates scores for the additional categories. An additional category is selected based on the scores and specific items from the selected additional category are displayed via an interface for selection by the user.

Abstract: Methods, systems, and apparatus, for automatically changing a network system. A method includes receiving a set of first intents that describe a state of a first switch fabric; receiving a set of second intents that describe a state of a second switch fabric; computing a set of network operations to perform on the first switch fabric to achieve the second switch fabric, the set of operations also defining an order in which the operations are to be executed, and the set of operations determined based on the set of first intents, the set of second intents, and migration logic that defines a ruleset for selecting the operations based on the set of first intents and the second intents; and executing the set of network operations according to the order, to apply changes to elements within the first switch fabric to achieve the state of the second switch fabric.