Abstract: Methods, apparatus, and processor-readable storage media for artificial intelligence-driven avatar-based personalized learning techniques are provided herein.

Abstract: The disclosure relates to respiratory syncytial vims (RSV) ribonucleic acid (RNA) vaccines, as well as methods of using the vaccines and compositions comprising the vaccines.

Abstract: In one aspect, described herein is a method of treating, ameliorating, and/or preventing a stress-related disorder in a subject in need thereof. In certain embodiments, the method includes administering to the subject a therapeutically effective amount of a ?1A-adrenergic receptor subtype selective inhibitor.

Abstract: A method and system for direct quantification of the concentration of biomolecules in algal biomass. The biomolecules include lipids, proteins, and carbohydrates. An algae slurry is cultivated within a cultivation vessel, and algal biomass is harvested therefrom. A portion of biomass is analyzed using solvent-lipid analysis to extract lipids and nuclear magnetic resonance spectroscopy is used to quantify the biomolecular concentration of the biomass.

Abstract: In one embodiment, a method includes accessing from a client system associated with a first user sensor signals captured by sensors of the client system, wherein the client system comprises a plurality of sensors, and wherein the sensors signals are accessed from the sensors based on cascading model policies, wherein each cascading model policy utilizes one or more of a respective cost or relevance associated with each sensor, detecting a change in a context of the first user associated with an activity of the first user based on machine-learning models and the sensor signals, wherein the change in the context of the first user satisfies a trigger condition associated with the activity, and responsive to the detected change in the context of the first user automatically capturing visual data by cameras of the client system.

Abstract: The present disclosure pertains to compositions comprising anti-VEGF proteins and methods for producing such compositions.

Abstract: Described is a polymer-based well tracer. The polymer-based well tracer is a fluoropolymer having a fluorinated group. The fluoropolymer may be formed into a particle, a coating for proppant particulates, or encapsulated in a polymeric resin. Upon degradation or hydrolysis of the fluoropolymer, the fluorinated group having a fluorinated compound is released within the well.

Abstract: A method and system are provided to construct, from a TensorFlow graph, a common intermediate representation that can be converted to a plurality of compiler intermediate representations (IRs), which enables compiler optimization to be applied efficiently.

Abstract: Provided is a nanoparticle comprising a pH-responsive polymer, a pH-insensitive polymer and a payload molecule. The nanoparticle can act as a system for delivery of the payload that releases the payload in a pH sensitive manner.

Abstract: Embodiments described herein relate to the autonomous animation of Gestures by the automatic application of animations to Input Text—or the automatic application of animation Mark-up wherein the Mark-up triggers nonverbal communication expressions or Gestures. In order for an Embodied Agent's movements to come across as natural and human-like as possible, a Text-To-Gesture Algorithm (TTG Algorithm) analyses Input Text of a Communicative Utterance before it is uttered by a Embodied Agent, and marks it up with appropriate and meaningful Gestures given the meaning, context, and emotional content of Input Text and the gesturing style or personality of the Embodied Agent.

Abstract: Provided are methods for clinical treatment of complement-associated conditions comprising administering to the patient an anti-C5 antibody, or antigen binding fragment thereof, wherein the anti-C5 antibody, or antigen binding fragment thereof, is administered (or is for administration) subcutaneously according to a particular clinical dosage regimen (i.e., at a particular dose amount and according to a specific dosing schedule). In one embodiment, the patient has previously been treated with eculizumab (SOLIRIS®) or ravulizumab (ULTOMIRIS®); particularly intravenously administered SOLIRIS® or ULTOMIRIS®.

Abstract: There is provided methods and devices for computing a tile size for software optimization. A method includes receiving, by a computing device, information indicative of one or more of a set of loop bounds and a set of data shapes; processing, by the computing device, the information to determine a computation configuration based on the obtained information, the computation configuration implementable by a compiler, said processing including evaluating at least the computation configuration based on a build cost model, the build cost model representative of a data transfer cost and a data efficiency of the computation configuration; and transmitting, by the computing device, instructions directing the compiler to implement the computation configuration.

Abstract: A computer-implemented method includes the following operations. A transactional lock elision transaction including a critical section is executed. The critical section is processed. After the processing of the critical section and prior to a commit point in the transactional lock elision transaction, a status of a lock is checked. Responsive to a determination that a status of the lock is free, a result of the transactional lock elision transaction is committed.

Abstract: There is provided methods and devices for computing a tile size for software optimization. A method includes receiving, by a computing device, information indicative of one or more of a set of loop bounds and a set of data shapes; processing, by the computing device, the information to determine a computation configuration based on the obtained information, the computation configuration implementable by a compiler, said processing including evaluating at least the computation configuration based on a build cost model, the build cost model representative of a data transfer cost and a data efficiency of the computation configuration; and transmitting, by the computing device, instructions directing the compiler to implement the computation configuration.

Abstract: A method includes analyzing a dataflow graph representing data dependencies between operators of a dataflow application to identify a plurality of candidate groups of the operators. Based on characteristics of a given hardware accelerator and the operators of a given candidate group of the plurality of candidate groups, determining whether the operators of the given candidate group are to be combined. In response to determining that the operators of the given candidate group are to be combined, retrieving executable binary code segments corresponding to the operators of the given candidate group, generating a unit of binary code including the executable binary code segments and metadata representing an execution control flow among the executable binary code segments, and dispatching the unit of code to the given hardware accelerator for execution of the unit of code.

Abstract: A method for accelerating a convolution operation includes receiving from an I/O interface, a first data set and a second data set. Transforming the first data set into a first converted data set, the first converted data set having the first format. Transforming the second data set into a second converted data set, the second converted data set having the second format. Loading into a convolution functional unit, the first converted data set and the second converted data set, where the convolution functional unit is configured to receive a first data in a first format, to receive a second data in a second format, and to output a third data in a third format. Receiving, by the task scheduler from the convolution functional unit, a result in the third format.

Abstract: A method and system are provided to construct, from a TensorFlow graph, a common intermediate representation that can be converted to a plurality of compiler intermediate representations (IRs), which enables compiler optimization to be applied efficiently.

Abstract: Systems, methods, and processor readable media are described for verifying software. A liquid type system is used by a programming language to allow source code to define tensor variables with dimensionality and/or shape dynamically defined at runtime. The dimensionality and shape of a tensor variable invoked in the source code, as well as the data type of the constituent elements of such a tensor variable, may be defined by a static type that may be verified at compile time.

Abstract: Embodiments of this disclosure allow non-position-independent-code to be shared between a closed application and a subsequent application without converting the non-position-independent-code into position-independent-code. In particular, embodiment techniques store live data of a closed application during runtime of the closed application, and thereafter page a portion of the live data that is common to both the closed application and a subsequent application back into volatile memory at the same virtual memory address in which the portion of live data was stored during runtime of the closed application so that the paged lived data may be re-used to execute the subsequent application in the managed runtime environment. Because the paged live data is stored at the same virtual memory address during the runtimes of both applications, non-position-independent-code can be shared between the applications.