Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for generating an output sequence from an input sequence. One of the methods includes receiving the input sequence; processing the input sequence using a latent prediction model configured to autoregressively predict a sequence of discrete latent variables that is shorter than the output sequence and that encodes the output sequence, wherein each discrete latent variable in the sequence is selected from a discrete set of latent variables; and processing the input sequence and the predicted sequence of discrete latent variables using a parallel decoder model configured to generate the outputs in the output sequence in parallel from the input sequence and the predicted sequence of discrete latent variables.

Abstract: The invention generally relates to plant cells and plants modified to increase resistance to necrotrophs or drought and methods of selecting and using the same. More specifically, the invention relates in part to plant cells and/or plants modified to eliminate or reduce as compared to control plants cell the NADPH oxidase activity or expression of certain respiratory burst oxidase homolog (RBOH) proteins and methods of selecting for and using the same.

Abstract: Embodiments of the present disclosure relate to a method of forming a contact structure on a substrate. The method includes forming a high aspect ratio (HAR) feature within a substrate having a device formed thereon. The device includes a plurality of channels disposed through a polysilicon layer and extending in a first direction, and an isolation layer disposed on the substrate, the polysilicon layer separated from the isolation layer by a dielectric layer. The forming of the HAR feature is formed a first distance in a second direction from the plurality of channels and includes removing a portion of the isolation layer and the polysilicon layer. The method further includes etching the polysilicon layer to expose a top surface of the isolation layer that is opposite to a surface that is disposed on the surface of the substrate, and exposing a metal layer within the HAR feature.

Abstract: Integrated circuit structures having varied epitaxial source or drain structures and device types are described. In an example, an integrated circuit structure includes a first plurality of horizontally stacked nanowires laterally spaced apart from a second plurality of horizontally stacked nanowires, each of the second plurality of horizontally stacked nanowires having a lateral width less than a lateral width of each of the first plurality of horizontally stacked nanowires. First epitaxial source or drain structures are at ends of the first plurality of horizontally stacked nanowires, each of the first epitaxial source or drain structures having a maximum lateral width. Second epitaxial source or drain structure are at ends of the second plurality of horizontally stacked nanowires, each of the second epitaxial source or drain structures having a maximum lateral width greater than the maximum lateral width of each of the first epitaxial source or drain structures.

Abstract: A mainframe processing system comprises a memory operable to store data transformation instructions and one or more processors, at least one of the one or more processors operably coupled to the memory. The one or more processors are configured to receive batch processing data from one or more data sources, identify a plurality of mainframe processes associated with corresponding batch processes, and dispatch each mainframe process to a respective mainframe site.

Abstract: A method for efficiently performing a process configuration where information of multiple users may be kept secret from each other. A neural network trained to map process inputs to process outputs is converted to operate on data in the encrypted domain of a predetermined encryption and decryption scheme such that the encryption of the encryption and decryption scheme is homomorphic with respect to the operation of the converted neural network. Furthermore, a desired process output in the encrypted domain is determined. Additionally, an input in the encrypted domain to the converted neural network leading to an output of the converted neural network approximating the desired process output in the encrypted domain is determined. The determined input is then provided for configuration of the process.

Abstract: A communication support system dynamically determines and presents to a conference participant the phonetic spelling for the proper pronunciation of a word associated with an individual engaging in a conversation with that conference participant prior to or during the establishment of the call, conference, or other communication session between the conference participant and the individual. The system receives an identifier that is associated with the identification or a device of that individual. The system retrieves the word associated with the individual based on a established correspondence between the identifier and the word, and maps the identifier to a region-of-origin. The system selects a set of entries that correspond different pronunciations of the word to different regions-of-origin, and presents, on a device of the conference participant, the proper pronunciation of the word from a particular entry of the set of entries that corresponds to region-of-origin.

Abstract: The present disclosure relates to compositions of matter and assay methods used to detect one or more target nucleic acids of interest in a sample. The compositions and methods allow one to control reaction kinetics of the cascade assay by two orders of magnitude via molecular design of one of the reaction components; further, varying molecular design also allows for quantification of target nucleic acids of interest over a large range of concentrations or discriminating between extremely low copy numbers of target nucleic acids of interest.

Abstract: A method for artificial intelligence-based automated parser creation includes obtaining a first event log of one or more first event logs of first telemetry data. The first event log includes one or more event log key-value pairs. The method includes generating, using a first artificial intelligence (AI) model, a portion of parser code to map a first event log key of an event log key-value pair of the one or more event log key-value pairs to a predefined field. The method includes generating an event log parser that includes the portion of the parser code. The method includes causing the event log parser to be executed on a second event log of one or more second event logs of second telemetry log data.

Abstract: A system includes a plurality of processing nodes. at least one processing node of the plurality of processing nodes receives a user-defined function. The at least one processing node scans source code of the user-defined function. The at least one processing node, in response to identification of at least one of a plurality of predetermined conditions in the user-defined function during the scan, requires that the UDF is executed at a secure server outside of the plurality of processing nodes.

Abstract: A process of producing a polyamide polymer using in-line vacuum finishing technology in the absence of steam or other gases. The polyamide polymer, in particular Nylon 66, Nylon 6, and copolyamides, have a high molecular weight, excellent color, and low gel content. The polyamide polymer also has a relative viscosity greater than 50 as measured in a 90% strength formic acid solution; consistent viscosity with a standard deviation of less than 1; a gel content no greater than 50 ppm as measured by insolubles larger than 10 micron; and an optical defect content of less than 2,000 parts per million (ppm) as measured by optical control system (OCS). The polymer can be made into monofilaments or a multifilament yarn.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for generating an output sequence from an input sequence. In one aspect, one of the systems includes an encoder neural network configured to receive the input sequence and generate encoded representations of the network inputs, the encoder neural network comprising a sequence of one or more encoder subnetworks, each encoder subnetwork configured to receive a respective encoder subnetwork input for each of the input positions and to generate a respective subnetwork output for each of the input positions, and each encoder subnetwork comprising: an encoder self-attention sub-layer that is configured to receive the subnetwork input for each of the input positions and, for each particular input position in the input order: apply an attention mechanism over the encoder subnetwork inputs using one or more queries derived from the encoder subnetwork input at the particular input position.

Abstract: Though several data augmentation techniques have been explored in the signal or feature space, very few studies have explored augmentation in the embedding space for Automatic Speech Recognition (ASR). The outputs of the hidden layers of a neural network can be seen as different representations or projections of the features. The augmentations performed on the features may not necessarily translate into augmentation of the different projections of the features as obtained from the output of the hidden layers. To overcome the challenges of the conventional approaches, embodiments herein provide a method and system for augmented speech embeddings based automatic speech recognition. The present disclosure provides an augmentation scheme which works on the speech embeddings. The augmentation works by replacing a set of randomly selected embeddings by noise during training. It does not require additional data, works online during training, and adds very little to the overall computational cost.

Abstract: A method comprising receiving, at a computing system, a request for design rules of an integrated circuit technology node; and providing, by the computing system, a plurality of design rule entries for display in a tabular format by an interface, the plurality of design rule entries selected based on the request, a design rule entry of the plurality of design rule entries corresponding to a design rule of the plurality of design rules, the design rule entry comprising a first cell designated for a label of the design rule, a second cell designated for a description of the design rule, and a third cell designated for a numerical dimension for the design rule.

Abstract: The present disclosure discloses a method for detecting a medical condition, in particular cancer, in a subject using blood sample by analyzing very small embryonic like stem cells. The present disclosure also provides with methods of detecting a medical condition or cancer in a subject by analyzing the expression of Oct4A marker in blood sample. The method as disclosed herein is simple, quick, non-invasive and specific.

Abstract: The present invention relates to an injectable pharmaceutical composition comprising bupivacaine or a pharmaceutically acceptable salt thereof. In particular, the present invention further relates to an aqueous multivesicular liposomal composition of bupivacaine or a pharmaceutically acceptable salt thereof, and a process of preparation thereof.

Abstract: A method includes receiving a three-dimensional (3D) avatar. The method further includes generating two-dimensional (2D) images of the 3D avatar from different angles that surround the 3D avatar. The method further includes providing the 2D images as input to a trained machine-learning model. The method further includes generating, with the machine-learning model, a concatenated embedding of the 2D images. The method further includes analyzing, with the machine-learning model based on the concatenated embedding, at least one attribute associated with the 3D avatar, wherein the at least one attribute is selected from a group of a shape of the 3D avatar, an outfit on the 3D avatar, and combinations thereof. The method further includes outputting, with the machine-learning model, a determination that the at least one attribute of the 3D avatar is abusive.

Abstract: Systems and methods are provided for temporarily granting access to a digital gateway. One example method includes receiving a request for temporary access to the digital gateway. A temporary access token is generated at a server. The temporary access token is assigned to a user. Access to the digital gateway is granted via the temporary access token. The temporary access token is automatically expired after a pre-set period. Access to the digital gateway is revoked once the temporary access token has expired.

Abstract: A shared computer device configured to receive a reservation request associated with a user at the shared computer device to reserve a predetermined period of time for usage of the shared computer device, receive an input from the user on the shared computer device during the predetermined period of time to sign in to and use the shared computer device to access and use a predetermined application, based on the signing in, downloading, from a server, predetermined personal information of the user stored in the server regarding the predetermined application and granting access to the user to use the predetermined application on the shared computer device during the predetermined period of time using the downloaded personal information of the user, and delete the personal information of the user from the shared computer device after the predetermined period of time expires.

Abstract: A high-frequency inverter architecture is provided that compensates for coupling variations in wireless power transfer (WPT) systems, while adapted to operate at a fixed frequency and maintaining high efficiency. This implementation, termed a variable compensation inverter (VCI), includes a plurality of high-frequency inverters feeding a lossless resonant network, with the inputs of the inverters fed by controllable voltages. By appropriately controlling the input voltages of the individual inverters and their relative phase-shift, the VCI can maintain near-resistive, and slightly but sufficiently inductive, loading of the inverters even as the reactance of the WPT coupler changes; hence, providing compensation while maintaining zero-voltage and near-zero-current switching. The VCI also ensures that the output power of the WPT system is maintained at a fixed level even during coupling variations.