Abstract: An asset-exchange feedback system is implemented for performing asset-exchange feedback operations. The asset-exchange feedback system collects historical asset-listing data from an asset-exchange platform. The historical asset-listing data comprises, for each asset listing of a plurality of previous asset listings, a plurality of asset-listing attributes and a result of the asset listing. The asset-exchange feedback system uses a first machine learning model to determine, based on the historical asset-listing data, a first set of attribute-importance scores. Each attribute-importance score in the first set of attribute-importance scores corresponds to a respective asset-listing attribute in the plurality of asset-listing attributes and indicates an importance of the respective asset-listing attribute to one or more offerees participating in the asset-exchange platform. The asset-exchange feedback system performs an asset-exchange feedback operation based on the first set of attribute-importance scores.

Abstract: Systems and methods for receiving an enterprise resource dataset includes a plurality of financial inputs captured associated with a customer from an enterprise application associated with the customer, providing the plurality of financial inputs to a machine learning model trained to predict a customer state using a plurality of training financial inputs and a plurality of training financial outputs, each of the plurality of training financial inputs corresponding to financial data and each of the plurality of training financial outputs corresponding with financial data, determining, responsive to providing the plurality of financial inputs to the machine learning model, a future customer state of the customer, including a predicted financial output, at a fourth date, and generating one or more financial recommendations based at least partially on the determined future customer state of the customer.

Abstract: Transistors, devices, systems, and methods are discussed related to transistors including a number of 2D material channel layers and source and drain control electrodes coupled to source and drain control regions of the 2D material channels. The source and drain control electrodes are on opposite sides of a gate electrode, which controls a channel region of the 2D material channels. The source and drain control electrodes provide for reduced contact resistance of the transistor, the ability to create complex logic gates, and other advantages.

Abstract: Systems and methods for intelligent defaulting using machine learning are provided. The systems and methods may involve the use of one or more machine learning models that are used to determine a default shipment option to present to a user through a user interface associated with a product checkout page (for example, on a website or through a mobile device application). The determination of the default shipment option may be performed in two phases. A first phase may involve using user-specific historical data (for example, prior selected shipment options, order information, etc.) to determine scores associated with individual potential shipment options. The scores may indicate a probability that the user may select the individual shipment options. The individual shipment options may also be provided associated threshold values.

Abstract: Thin film transistors having semiconductor structures integrated with two-dimensional (2D) channel materials are described. In an example, an integrated circuit structure includes a two-dimensional (2D) material layer above a substrate. A gate stack is above the 2D material layer, the gate stack having a first side opposite a second side. A semiconductor structure including germanium is included, the semiconductor structure laterally adjacent to and in contact with the 2D material layer adjacent the first side of the gate stack. A first conductive structure is adjacent the first side of the second gate stack, the first conductive structure over and in direct electrical contact with the semiconductor structure. The semiconductor structure is intervening between the first conductive structure and the 2D material layer. A second conductive structure is adjacent the second side of the second gate stack, the second conductive structure over and in direct electrical contact with the 2D material layer.

Abstract: A system may include one or more operations, which may include obtaining a first structured event log. The first structured event log may include one or more event log key-value pairs. The operations may further include identifying, among one or more predefined fields, a predefined field for an event log key of a first event log key-value pair of the one or more event log key-value pairs. The operations may include generating a portion of parser code to map the event log key of the first event log key-value pair to the identified predefined field. The operations may further include generating an event log parser that includes the portion of the parser code. The operations may further include causing the event log parser to be executed on a second structured event.

Abstract: Generally disclosed herein is a mechanism to address problems within entities that typically result in failure to playback media content. The solution uses an intelligent system that identifies features or assets causing the problems and takes the corresponding action to work around the features or assets. For example, as failures occur, problematic data may be recorded, such as into a centralized server. The recorded problematic data may be used as training data for a machine learning algorithm that analyzes the recorded problem data and identifies errors in the recorded problematic data causing the failure. The machine learning algorithm may further receive as input current data related to media content to be played and identify current errors in the current data based on the identified errors in the recorded problematic data.

Abstract: An apparatus and method for efficiently managing, based on workload types, current transients that cause voltage transients on a power rail of an integrated circuit. In various implementations, a computing system includes a memory subsystem, multiple clients for processing tasks, and a communication fabric that transfers data between the memory subsystem and the multiple clients. If circuitry of the communication fabric (or “fabric”) determines the type of workload being processed by the multiple clients is memory latency sensitive and not peak memory bandwidth sensitive, then the circuitry assigns a high-performance clock frequency to the communication fabric and reduces an issue rate of memory requests to the memory subsystem. The reduced issue rate reduces the current transients, which reduces the amount of voltage droop margin to use for the workload. Accordingly, the communication fabric consumes less power.

Abstract: Provided is a garter spring, a downhole tool and a well system. The garter spring, in one aspect, includes an outer coiled spring member having an inside diameter (ID1) and an outside diameter (OD1). The garter spring, in accordance with this aspect, further includes a middle coiled spring member having an inside diameter (ID2) and an outside diameter (OD2) located within the inside diameter (ID1) of the outer coiled spring member. The garter spring, in accordance with this aspect, additionally includes an inner coiled spring member having an inside diameter (ID3) and an outside diameter (OD3) located within the inside diameter (ID2) of the middle coiled spring member. coiled spring member, and a plurality of spaced balls located within an inside diameter (ID) of the coiled spring member.

Abstract: A method includes: compiling lower-resolution images, captured during a global scan cycle executed over a workpiece, into a virtual model; defining a nominal toolpath and a nominal target force for the workpiece based on a the virtual model; detecting a defect indicator on the workpiece based on the lower-resolution images; accessing a higher-resolution image captured during a local scan cycle over the defect indicator; characterizing the defect indicator as a defect reparable via material removal based on the higher-resolution image; defining a repair toolpath for the defect based on the virtual model; navigating a sanding head over the workpiece according to the repair toolpath to repair the defect; and, during a processing cycle: navigating the sanding head across the workpiece according to the nominal toolpath and deviating the sanding head from the nominal toolpath to maintain forces of the sanding head on the workpiece proximal the nominal target force.

Abstract: A system and method for fabricating a gate all-around (GAA) field effect transistor (FET) is disclosed. The method includes: forming a plurality of epitaxy layers on a substrate, wherein a formed epitaxy layer includes a plurality of doped channels, a plurality of metal channels, and a dummy gate; depositing a spacer in a source/drain cavity, wherein at least a portion of the spacer is deposited on a dummy gate of a formed epitaxy layer; partially etching the plurality of metal channels of to create a plurality of voids; depositing an inner spacer in each void of the plurality of voids; and depositing a stressed metal filler in the source/drain cavity.

Abstract: A system and method for fabricating a plurality of gate all around (GAA) complementary field effect transistors (CFETs). The fabrication method includes: fabricating a plurality of adjacent epitaxy layers, each of the plurality of epitaxy layers separated by a source/drain (S/D) canyon, each canyon defined by a sidewall of a first GAA CFET, and a sidewall of a second GAA CFET; depositing a dummy fill based on a target depth height into the S/D canyon; depositing a spacer cover on the sidewall of the first GAA CFET, and on the sidewall of the second GAA CFET; etching away the dummy fill to create a void in the S/D canyon; and depositing an isolator in the void at the target depth height.

Abstract: The disclosure provides pharmaceutical compositions comprising an antibody and at least two antioxidants. In some aspects, pharmaceutical composition is formulated for subcutaneous delivery. In some aspects, the pharmaceutical composition further comprises an endoglycosidase hydrolase enzyme. Other aspects of the present disclosure are directed to methods of subcutaneously delivering the pharmaceutical composition.

Abstract: Provided is a garter spring, a downhole tool and a well system. The garter spring, in one aspect, includes a coiled spring member having an inside diameter (ID1) and an outside diameter (OD1). The garter spring, in accordance with this aspect, further includes a plurality of spaced balls located within the inside diameter (ID1) of the coiled spring member, as well as ones of spacer elements located in gaps between the plurality of spaced balls.

Abstract: The present disclosure is generally directed to media systems configured to receive and play live media content. In particular, methods and systems are provided for a multi-screen content playback experience for time shifted live stream content. Systems and methods are provided herein for generating for display a catch-up video (e.g., a segment of a live stream stored as URLs on a local device during the time the live stream was interrupted) in a picture-in-picture (PIP) window, and generating the PIP catch-up window and the live window for simultaneous display.

Abstract: A method includes: accessing a toolpath and processing parameters—including a target force and feed rate—assigned to a region of a workpiece; and accessing a wear model representing abrasive degradation of a sanding pad arranged on a sanding head. The method also includes, during a processing cycle: accessing force values output by a force sensor coupled to the sanding head; navigating the sanding head across the workpiece region according to the toolpath and, based on the force values deviating the sanding head from the toolpath to maintain forces of the sanding head on the workpiece region proximal the target force; accessing contact characteristics representing contact between the sanding pad and the workpiece; estimating abrasive degradation of the sanding pad based on the wear model and the sequence of contact characteristics; and modifying the set of processing parameters based on the abrasive degradation.

Abstract: Systems and methods for troubleshooting issues based on historical resolution data. In one implementation, the disclosed system includes at least one processor and at least one non-transitory memory containing software code configured to cause the processor to: receive source data from a plurality of data sources; extract a plurality of keywords from the source data; store the plurality of keywords in a database; receive a natural-language user issue input from a chatbot; determine whether the received user input matches the keywords in the database, wherein a comparison result is inputted into a trained model; input the user issue input into the trained model; in response to the determining, transmit the resolution from the trained model to the chatbot.

Abstract: The present invention relates to a method and apparatus for biometric identification for use in connection with a payment or transaction based system, a stand alone and retrofit module for carrying out the same.

Abstract: A system and method for forming an isolator in a complementary field effect transistor (CFET) is disclosed. In one aspect the method includes: fabricating a plurality of CFET devices, each device including a first metal-oxide-semiconductor (MOS) device and a second MOS device, wherein the first MOS device and the second MOS device are complementary; removing a filler between the first MOS device and the second MOS device of a first CFET device; depositing a dielectric material between the first CFET device and a second CFET device to fill a void between the first MOS device and the second MOS device of the first CFET device; etching the dielectric material; repeating the depositing and etching steps to fill the void between the first MOS device and the second MOS device of the first CFET device; and performing a final etching to remove the dielectric material between the first and second CFET.

Abstract: A provider computing system includes a processing circuit having at least one processor coupled to at least one memory device and at least one artificial intelligence (AI) system. The processing circuit performs operations including retrieving first data from one or more data sources associated with a user; generating a model associated with the user based on the first data; and receiving, from a client computing device of the user, a query for information relating to a primary topic. The at least one AI system is configured to perform operations including generating a user knowledge dataset relating to the primary topic; determining one or more prompts according to the user knowledge dataset; presenting, via the client computing device, the one or more prompts to the user; and receiving, via the client computing device, a response to the one or more prompts from the user.