Abstract: Systems and methods for a vision-based machine learning model for lane connectivity in autonomous or semi-autonomous driving. An example method includes obtaining images from a multitude of image sensors positioned about a vehicle; compute forward pass-through backbone networks of a machine learning model, wherein the output of the backbone networks are fused via a transformer network; aggregating information output from the transformer network across time and/or space; and determining lane connectivity information.

Abstract: Systems and methods for performing smart remote charging of an extended range electric vehicle (EREV) are provided. The method may comprise receiving, using a computing device, one or more vehicle data inputs from an EREV. The EREV may comprise a battery, one or more onboard motor generator units (MGUs), and a power generation unit configured to charge the battery, utilizing the one or more MGUs, and the computing device, comprising a processor, memory, and user interface. The method may comprise determining, using the processor, whether there is an opportunity to charge the EREV, when there is an opportunity to charge the EREV, notifying, using the graphical user interface, a user of the opportunity and suggest one or more user commands for charging the vehicle, receiving one or more user commands, and, based on the one or more user commands, performing one or more charging functions of the EREV.

Abstract: Presented herein are systems and methods for generating pathways for autonomously navigating through an environment. A computing system can identify a tensor comprising encodings derived from sensor data from an ego and map data defining a topology of an environment surrounding the ego. The computing system can determine, by applying at least a first portion of encodings to a machine learning (ML) model, a first index value defining a point within a first grid. The computing system can determine, by applying at least a second portion of encodings and the first index value to the ML model, a second index value defining the point within a second grid within the first grid. The computing system can generate a token for a pathway through the environment based on the first index value and the second index value for the point. The computing system can store a graph to include the token.

Abstract: Embodiments described herein provide a method for asynchronously scheduling output generations for an artificial intelligence (AI) agent. The method includes the AI agent maintaining a ledger to record a sequence of events received from the environment or user, and asynchronously generating responses to these events using a neural network model. The AI agent generates output tokens sequentially and, based on the priority level of a particular event, may halt the current generation process to address higher-priority events. When such an event occurs, the agent initiates a new generation process in response, enabling real-time, prioritized handling of multiple concurrent tasks.

Abstract: Systems and methods for a vision-based machine learning model for lane connectivity in autonomous or semi-autonomous driving. An example method includes obtaining images from a multitude of image sensors positioned about a vehicle; compute forward pass-through backbone networks of a machine learning model, wherein the output of the backbone networks are fused via a transformer network; aggregating information output from the transformer network across time and/or space; and determining lane connectivity information.

Abstract: The present disclosure describes technology for applying mechanical stress to cells to improve cell population phenotype for cell therapy products. More specifically, the disclosure describes optimized methods of applying shear stress to immune cells leading to improved activation, expansion, and transduction resulting in healthier engineered immune cell populations (e.g., increased naïve cells and central memory cells).

Abstract: A hub assembly for a robotically driven interventional device can include an interventional device hub having an interventional device and at least one magnet. The hub assembly can be configured to be positioned on a sterile side of a sterile field barrier and magnetically couple to a hub adapter on a non-sterile side of the sterile field barrier so that hub assembly moves axially in response to axial movement of the hub adapter and the at least one magnet of the hub assembly rotates in response to rotation of at least one magnet of the hub adapter.

Abstract: A robotic drive system includes a main body and a telescoping member extendable from the main body. The telescoping member is configured to support an interventional device. The robotic drive system may include a drive system positioned within the main body. The drive system can include a drive screw, and one or more hub adapters operatively coupled to the drive screw and configured to translate along the length of the main body.

Abstract: Disclosed are implants, devices and systems capable of being deployed within the neurovasculature of a subject. The implants are configured for enhanced conformability to a vessel wall, resheathability, delivery from a delivery device, and have thromboresistant design features and coatings. The devices for implant deployment are configured for precise placement of an implant, resheathing of a partially deployed implant, and reliable detachment of an implant without distorting the positioning of the implant.

Abstract: The present application relates to a decorative tree and a tree stand thereof. The tree stand includes: a pole assembly configured to support a decoration; a support mechanism fixed on the pole assembly; a support arm hinged to the support mechanism and having a unfolded state and a folded state; a movable base movably disposed on the pole assembly and operably connected to the support arm to drive the support arm to switch between the unfolded state and the folded state; and a first locking mechanism disposed on the movable base and having a locked state and an unlocked state. When in the locked state, the first locking mechanism is capable of locking the support arm in the unfolded state; and when in the unlocked state, the first locking mechanism is capable of unlocking the movable base from the unfolded state. The support arms have the unfolded state and the folded state by hinging the support arm to the support mechanism, so that the overall volume of the tree stand can be changed.

Abstract: Computer implemented systems and methods are disclosed for importing data from electronic data files. In accordance with some embodiments, source electronic data files are received at a data importation system and managed by the data importation system. The data importation system may apply detector/transformer plugins to the received source electronic data files to transform the files for importation into one or more data analysis systems and/or databases. The data importation system may also receive user inputs for mapping source electronic data files to transformation templates. The inputs may include, for example, an assignment of a file format to the source electronic data file, identification of a file type identifier associated with the source electronic data file, and a mapping of a the source electronic data file to a transformation template. The data importation system may store the received inputs as a file type profile in a database.

Abstract: The present application relates to a decorative tree and a tree stand thereof. The tree stand includes: a pole assembly, support arms connected to a bottom end of the pole assembly and configured to be connected to a bottom of a decorative mesh; a first mounting member mounted on a top end of the pole assembly and including a locking portion; and a second mounting member movably disposed on the pole assembly and configured to be connected to a top of the decorative mesh. The second mounting member includes an engaging portion configured to be engaged with the locking portion to limit a movement of the second mounting member relative to the pole assembly.

Abstract: This disclosure relates to track lighting systems that can be permanently installed and luminaires having multiple LEDs to be used with the track lighting system. In various aspects, a luminaire includes a housing having a body which defines a recess having a ledge. The luminaire also includes a lens continuous with the body and extending away from the body. Additionally, the luminaire includes a circuit board housed within the recess, where the circuit board has a cluster of light-emitting diodes (LEDs) including three (3) LEDs disposed in an equilateral triangle on a front surface of the circuit board. The circuit board also a controller for controlling the cluster of LEDs and receiving instructions from an instructor. The circuit board abuts the ledge of the recess such that the cluster of LEDs are oriented towards the lens and emit light from the lens when the cluster of LEDs are powered.

Abstract: This disclosure relates to track lighting systems that can be permanently installed and luminaires having multiple LEDs to be used with the track lighting system. In various aspects, a luminaire includes a housing having a body which defines a recess having a ledge. The luminaire also includes a lens continuous with the body and extending away from the body. Additionally, the luminaire includes a circuit board housed within the recess, where the circuit board has a cluster of light-emitting diodes (LEDs) including three (3) LEDs disposed in an equilateral triangle on a front surface of the circuit board. The circuit board also a controller for controlling the cluster of LEDs and receiving instructions from an instructor. The circuit board abuts the ledge of the recess such that the cluster of LEDs are oriented towards the lens and emit light from the lens when the cluster of LEDs are powered.

Abstract: Disclosed are implants, devices and systems capable of being deployed within the neurovasculature of a subject. The implants are configured for enhanced conformability to a vessel wall and have thromboresistant design features and coatings. The devices for implant deployment are configured for precise placement of an implant, resheathing of a partially deployed implant, and reliable detachment of an implant without distorting the positioning of the implant.

Abstract: A hub assembly includes a mount being axially movable along a drive surface, a catheter hub having a catheter, the catheter hub removably couplable with the mount, and a fluidics connector in fluid communication with the mount and the catheter hub to provide fluid and vacuum through the connector to the catheter hub.

Abstract: Computer implemented systems and methods are disclosed for importing data from electronic data files. In accordance with some embodiments, a file format is assigned to a source electronic data files by a data importation system. The data importation system may further identify a file type identifier associated with the source electronic data file and map the source electronic data file to a transformation template. The data importation system may further store the file format, file type identifier, and an indication of the transformation template as a file type profile associated with the source electronic data file in a database.