Abstract: Described herein are systems and methods for real-time automated data indexing of resources across disparate electronic platforms, including automated data mapping and message translation for improved resource platform access. A cache may refresh (e.g., on a periodic basis) resource objects regarding resources and resource availability from each resource platform. The resources may include providers, and the information can include name/identifier, capabilities, type, availability, etc. unstructured responses obtained from calls to refresh the objects may be parsed and reformatted into a common format using platform-specific configurations, and then stored in a resource cache such that subsequent users can request the resource that is secured by interacting with the resource cache instead of the resource platform.

Abstract: An apparatus includes a suction cup, a fitting, and a filter. The suction cup defines an interior cavity with a first opening and a second opening. The fitting is coupled to the suction cup. The fitting includes a first portion and a second portion. The first portion of the fitting defines a chamber. The second portion of the fitting is positioned within the interior cavity and is coupled to the first portion of the fitting to secure the first portion of the fitting to the suction cup. The filter is positioned within the chamber such that the suction cup and the fitting define a passage from the second opening, through the interior cavity, and through the chamber and the filter.

Abstract: An apparatus includes a bellows and a lip. The bellows defines an interior cavity. The lip is coupled to the bellows such that the lip is concentric with the bellows. The lip extends away from the bellows in a radial direction and in a vertical direction such that the lip forms a cup shape. The bellows and the lip define a passage from the lip through the interior cavity. The lip includes a rib on an outer surface of the lip such that the rib extends along the outer surface of the lip and away from the bellows in the radial direction and in the vertical direction.

Abstract: A source of a login attempt to a user account can be classified using machine learning. For example, a computing system can input user activity observations associated with one or more login attempts to one or more user accounts into a trained machine learning model. One or more distinguishing factors for the one or more login attempts can be received from the trained machine learning model. The computing system can determine a source of a current login attempt by applying a clustering algorithm to current values of the one or more distinguishing factors. The current values may be derived from current user activity observations associated with the current login attempt. The computing system can determine an authentication level for the current login attempt to the user account based on the source of the current login attempt.

Abstract: In an example embodiment, a solution is provided wherein a threshold used by a classifier in a first machine learning model is dynamically set by a second machine learning model. More particularly, the threshold may be selected from two or more different threshold settings, based on the output of the second machine learning model. This acts to improve the reliability of predictions made by the first machine learning model in certain use cases where circumstances not adequately captured by the first machine learning model can affect the accuracy of the threshold used by the first machine learning model.

Abstract: A method and apparatus, for improving the control and the efficiency of in-situ combustion (i.e. burning of oil spills atop bodies of water) of combustible waste materials on land or sea to cleanup such waste, that is also less complex than similar apparatuses, whereby the apparatus traverses over a surface containing combustible material, allowing for vortex flow incineration of the material to occur inside a combustion chamber, aided by a vortical flow of air which is controlled for greater combustion efficiency. Compared with current methods and apparatuses to cleanup similar waste, the present method requires minimal moving parts, is mobile, is low cost, is easy to construct, enables high-quality combustion, burns faster and more complete, produces low emissions, incinerates waste material on land and water, and mitigates the creation of combustion residue which thereby mitigates the adverse effects of such combustion residue that smothers ocean life.

Abstract: A multi-lane integrated circuit transceiver device includes first and second integrated circuit dies having respective first and second pluralities of transmit block/receive block pairs. Each respective transmit block and each respective receive block in the first plurality of block pairs on the first die and the second plurality of block pairs on the second die includes respective digital clock generation circuitry. The device further includes digital clock distribution circuitry to distribute a digital clock signal output by one respective receive block, in one of the first and second pluralities of block pairs, to the transmit blocks in both of the pluralities of block pairs, for use as a baseline clock by the respective digital clock generation circuitry in each of the transmit blocks in both of the pluralities of block pairs. Where each plurality includes N block pairs, the two dies together form a single 2N-lane device.

Abstract: A fan carrier system, including a fan carrier, including: a fan apparatus having i) a first end positioned opposite to a second end, and ii) a first side positioned opposite to a second side, the first and the second side extending between the first end and the second end; a first piston coupled to the fan apparatus, the first piston positioned along the first side, the first piston translatable between the first end and the second end; a connection assembly coupled to a first end of the first piston, the connection assembly including a first connector; a handle assembly, including: a first arm coupled to the first piston via a first handle pin, the first arm further including a first carrier pin; a handle coupled to the first arm; a chassis, including: a first wall and a second wall each including a respective slot.

Abstract: Described herein is a food holder including a multiple-panel sleeve that may include a front panel, a rear panel, two front-side panels and two back-side panels that form an irregular shape. The multiple-panel sleeve includes a bottom member connected to bottom edges of the front and rear panels. The irregular, tapered shape of the bottom member promotes the structural integrity of the food holder.

Abstract: Disclosed herein are surgical mesh materials and methods of production and use thereof.

Abstract: In one embodiment, a method includes accessing a machine-learning model configured to generate an encoding for an utterance by using a module to process data associated with each segment of the utterance in a series of iterations, performing operations associated with an i-th segment during an n-th iteration by the module, which include receiving an input comprising input contextual embeddings generated for the i-th segment in a preceding iteration and a memory bank storing memory vectors generated in the preceding iteration for segments preceding the i-th segment, generating attention outputs and a memory vector based on keys, values, and queries generated using the input, and generating output contextual embeddings for the i-th segment based on the attention outputs, providing the memory vector to the module for performing operations associated with the i-th segment in a next iteration, and performing speech recognition by decoding the encoding of the utterance.

Abstract: The present disclosure generally relates to glyoxalated polyacrylamide (GPAM) compositions, methods of preparation and methods of use thereof, particularly in the paper industry. Moreover, the present disclosure generally pertains to cationic GPAM compositions, methods of preparation and methods of use thereof in papermaking applications and in products such as paper-based products, wherein the cationic GPAM compositions may provide increased wet and/or dry strength to the paper-based products, and wherein such cationic GPAM compositions optionally require a reduced volume of an aqueous carrier for storage or transport compared to a volume of an aqueous carrier needed for conventional GPAMs used in papermaking.

Abstract: A cluster of nodes, comprising: a plurality of nodes, each having a security policy, and being associated task processing resources; a registration agent configured to register a node and issue a node certificate to the respective node; a communication network configured to communicate certificates to authorize access to computing resources, in accordance with the respective security policy; and a processor configured to automatically dynamically partition the plurality of nodes into subnets, based on at least a distance function of at least one node characteristic, each subnet designating a communication node for communicating control information and task data with other communication nodes, and to communicate control information between each node within the subnet and the communication node of the other subnets.

Abstract: A fan carrier system, including a fan carrier, including: a fan apparatus having i) a first end positioned opposite to a second end, and ii) a first side positioned opposite to a second side, the first and the second side extending between the first end and the second end; a first piston coupled to the fan apparatus, the first piston positioned along the first side, the first piston translatable between the first end and the second end; a connection assembly coupled to a first end of the first piston, the connection assembly including a first connector; a handle assembly, including: a first arm coupled to the first piston via a first handle pin, the first arm further including a first carrier pin; a handle coupled to the first arm; a chassis, including: a first wall and a second wall each including a respective slot.

Abstract: A method and apparatus to fill, transport and discharge up to 50 or more gallons of waste water while the device remains in the bed of a pickup truck or like vehicle. Innovation is accomplished through the design of the waste water tank which incorporates a main body with a lower side mounted inlet/outlet port, and uniquely designed drain hose management structure comprising a friction grip trough and hose rest, with locking slots. Further innovation is achieved by a method of using the invention in the vehicle thus eliminating lifting and pulling a filled tank.

Abstract: A latching mechanism includes a body having a trip-latch with a protruding portion that protrudes from the body, a release button coupled to a release shaft disposed inside the body, and a holding edge disposed on the release shaft. The holding edge engages the trip-latch to maintain the release button in a depressed position. The holding edge disengages the trip-latch to place the release button in a non-depressed position in response to urging the protruding portion of the trip latch toward the rotatable body. The latching mechanism may also include a spring coupled to the release shaft that urges the release button to a non-depressed position. The latching mechanism may also include a spring coupled to the protruding portion of the trip-latch that urges the trip-latch to protrude from the body. A non-protruding portion of the trip-latch may engage the holding edge.

Abstract: A tow bar fitting for towing an aircraft is disclosed. The tow bar fitting includes a mount, a pin support, and a tow pin. The mount includes an upper attachment and a lower attachment for affixing the tow bar fitting to a landing gear of the aircraft. The pin support extends from the mount away from the landing gear. The tow pin is positioned in the pin support such that a tow pin plane that horizontally bisects the tow pin is lower than a mount plane that horizontally bisects the upper attachment and the lower attachment when the aircraft is right-side-up on the ground.

Abstract: A video content collection system for equipping non-technical users with a content collection platform on a computing device having a camera, such as a mobile phone or tablet, that creates custom strategic video stories maximizing story-craft toward a particular aim and possibly having a positive effect on individuals involved in the stories. The platform allows for the creation of custom videos according to a selected template following a storytelling framework. The custom videos are compiled, potentially with release forms and a default arrangement following the storytelling framework and provided to a final content generation system to generate the final content and save it in a data store accessible to the computing device. The final content generation system, internally or externally to the computing device, performs editing tasks to return a final video or generates desired final content based on scoring of the custom video and processed data therefrom.

Abstract: A cluster of nodes, comprising: a plurality of nodes, each having a security policy, and being associated task processing resources; a registration agent configured to register a node and issue a node certificate to the respective node; a communication network configured to communicate certificates to authorize access to computing resources, in accordance with the respective security policy; and a processor configured to automatically dynamically partition the plurality of nodes into subnets, based on at least a distance function of at least one node characteristic, each subnet designating a communication node for communicating control information and task data with other communication nodes, and to communicate control information between each node within the subnet and the communication node of the other subnets.

Abstract: A universal bay system is configurable to accommodate multiple sets of devices having different form factors and maximizes space utilization. A partition may be assembled with two walls and may engage receivers in a first support plane, wherein two adjacent partitions form a bay. Each wall may be configured with device retainers to accommodate a set of processing, memory, I/O or storage devices of different form factors, power supply units (PSUs) or provide an airflow channel relative to a specific set of devices.