Abstract: Disclosed herein are pharmaceutical compositions in the form of a suspension for oral delivery. Some embodiments provide a pharmaceutical composition in the form of a suspension for oral delivery comprising an active pharmaceutical ingredient; water, a suspending agent; a buffering agent; and one or more of a wetting agent and a binder/filler. In some embodiments, the active pharmaceutical ingredient is selected from quetiapine, sildenafil, tadalafil, cinacalcet, ticagrelor, mycophenolate, aprepitant, zonisamide, and primidone.

Abstract: Various embodiments include methods and devices for error capturing implemented in a computing device. Embodiments may include receiving a plurality of error data for a plurality of memories of a plurality of processors at an error logger, including an error data for a memory of a processor having an identification of at least one faulty bit of the memory. Embodiments may include receiving a plurality of requests from a plurality of error capture modules for the processor at an error selection module for the processor, and retrieving an error data from an error capture module by the error selection module in response to a request from the error capture module being ordered prior to another request from another error capture module. Embodiments may include sending the error data to the error logger, and storing the error data at the error logger in an order relative to another error data.

Abstract: An error correction code (ECC) test system and method are provided that test ECC logic for faults, preferably at power on before a workload is being processed. If the ECC logic fails the test, preferably an interrupt is issued indicating that the ECC logic is faulty and the corresponding ECC fault signature is reported in a status register of the system as part of a consolidated system report.

Abstract: Disclosed are methods, devices, systems, and filter media for the removal of contaminants (e.g., oils, per- and poly-fluoroalkyl substances (PFAS), and/or microbes) from a fluid. The filter media can comprise a fiber (e.g., a hydrophobic fiber or an oleophilic fiber, such as Ceiba pentandra fibers), and a binder (e.g., an extract from Moringa oleifera (MO) seeds). The filter media, systems, and devices described herein can be used to remove contaminants (e.g., oils, per- and polyfluoroalkyl substances (PFAS), and/or microbes) from a fluid.

Abstract: Certain aspects of the present disclosure provide techniques and apparatus for improved machine learning. A transformed version of image pixels is accessed as input to an attention layer of a machine learning model. A number of local attention operations to apply, in one transformer, to the transformed version of image pixels is selected based at least in part on a size of the transformed version of image pixels. A transformer output for the attention layer of the machine learning model is generated based on applying the number of local attention operations and at least one global attention operation to the transformed version of image pixels.

Abstract: Systems, methods and computer program products provide dynamic segment resolution and transfer dynamic-segment metadata across media playback devices by detecting a transfer signal indicating a playback session is to be transferred from a first media playback device to a second media playback device, where the playback session contains first dynamic-segment metadata corresponding to a first dynamic-segment having a first data format. Second dynamic-segment metadata corresponding to a second dynamic-segment having a second data format is retrieved and the second media playback device is controlled to play the second dynamic-segment using the second dynamic-segment metadata, where the first data format and the second data format are different.

Abstract: Multi-modal representation learning for electronic data interchange (EDI) and text includes encoding a text sample with a text encoder. The encoding creates an embedded text sample in a conjoined embedding space. An EDI sample is encoded with a multi-model EDI encoder. Encoding the EDI sample creates an embedded EDI sample in the conjoined embedding space. The multi-model EDI encoder includes a plurality of expert networks. The multi-modal EDI encoder is trained using machine learning to determine a similarity score between a target text and an EDI segment. The machine learning includes comparing labeled training samples and corresponding predictions generated by the multi-model EDI encoder. Once trained, the multi-model EDI encoder is configured to query a data repository of EDI documents for one or more selected EDI documents that match a natural language text input.

Abstract: Systems and techniques are provided for processing image data. According to some aspects, a computing device can generate a gradient (e.g., a classifier gradient using a trained classifier) associated with a current sample. The computing device can combine the gradient with an iterative model estimated score function or data associated with the current sample to generate a score function estimate. The computing device can predict, using the diffusion machine learning model and based on the score function estimate, a new sample.

Abstract: Disclosed herein are pharmaceutical compositions in the form of a suspension for oral delivery. Some embodiments provide a pharmaceutical composition in the form of a suspension for oral delivery comprising an active pharmaceutical ingredient; water, a suspending agent; a buffering agent; and one or more of a wetting agent and a binder/filler. In some embodiments, the active pharmaceutical ingredient is selected from quetiapine, sildenafil, tadalafil, cinacalcet, ticagrelor, mycophenolate, aprepitant, zonisamide, and primidone.

Abstract: A female Luer fitting disinfection device comprises a container comprising a bottom surface, a side wall, and an open end; a porous foam insert disposed within the container, the porous foam insert comprising a central region. A plug is positioned within the central region, the plug sized and shaped to fit within a lumen of the female Luer fitting, and a liquid disinfectant is in the container and absorbed within the porous foam insert. A sealing web covering the open end of the container. A method of disinfecting a female Luer fitting is also provided.

Abstract: Disclosed herein are pharmaceutical compositions in the form of a suspension for oral delivery. Some embodiments provide a pharmaceutical composition in the form of a suspension for oral delivery comprising an active pharmaceutical ingredient; water; a suspending agent; a buffering agent; and one or more of a wetting agent and a binder/filler. In some embodiments, the active pharmaceutical ingredient is selected from quetiapine, sildenafil, tadalafil, cinacalcet, ticagrelor, mycophenolate, aprepitant, zonisamide, and primidone.

Abstract: A method of providing network service to a user equipment (UE) may be provided. The method may include identifying an event associated with a first subscriber identity module (SIM) from a plurality of SIMs, wherein the event includes at least one of: non-availability of a network service over the first SIM, a condition that a critical data session is on-going for at least one application associated with at least one SIM from the plurality of SIMs in the UE, and a condition that a power saving criterion is met. Further, creating an enhanced packet data gateway (ePDG) interface for the first SIM using a physical interface as mobile network of a second SIM from the plurality of SIMs, and providing the network service associated with the first SIM using the ePDG interface.

Abstract: A system and method for a risk management visualization system having a computer comprising a processor and memory and configured to model a supply chain network as a supply chain planning problem, one or more key process indicators (KPIs) of the supply chain planning problem is based, at least in part, on the one or more input variables, model an impact on the one or more KPIs from each of the one or more input variables at a selected confidence interval using a Bayesian optimization process comprising an exploration phase and a learning phase, and display a visualization of the risk profile for the one or more KPIs, the visualization indicating a probability that an actual KPI value differs from a predicted KPI value.

Abstract: Mechanisms are provided for generating electronic data interchange mapping source code. A source code generator, comprising a machine learning trained neural network computer model, receives input data comprising a source document data structure in a first format and a destination document data structure in a second format, different from the first format. The source code generator processes the input data to generate a source code sequence output vector. A source code is generated that maps contents of source documents in the first format to contents of destination documents in the second format based on the source code sequence output vector. The source code is output to a computing device for execution on other source documents that utilize the first format to thereby automatically generate corresponding destination documents in the second format.

Abstract: A method for partial quantization to achieve full quantized model includes quantizing a plurality of weights and a respective activation function from each of a plurality of respective layers of an original Machine Learning Model (MLM) to generate a quantized MLM comprising a plurality of frozen quantized weights. The plurality of frozen quantized weights are extracted from at least one frozen layer of the layers of the quantized MLM. The plurality of weights are quantized from at least one updated layer of an updated MLM to generate a plurality of updated quantized weights. The respective activation function of the at least one updated layer of the updated MLM is quantized from a difference between the original MLM and the updated MLM, to form a respective quantized activation function. A new quantized MLM is generated from the frozen quantized weights, the updated quantized weights and the respective quantized activation function.

Abstract: This disclosure relates to pharmaceutical compositions in the form of a solution for oral delivery. Particularly, the pharmaceutical compositions comprise an active pharmaceutical ingredient, a buffering agent, and water. In some embodiments, the pH of the composition is from about pH 5 to about pH 8. In some embodiments, the active pharmaceutical ingredient is selected from ramipril, solifenacin, vigabatrin, losartan potassium, warfarin, and melatonin.

Abstract: Provided herein is an instrument delivery device including an instrument, a housing having a proximal end and a distal end and defining an inner volume configured to movably receive the instrument, a coupling device positioned at the distal end of the housing and including a lock configured to couple the housing to a proximal connector of the catheter assembly, and an advancement member configured to move relative to the housing to move the instrument between a first position and a second position. A scrubbing cap is engaged with the lock that includes a scrubbing insert, a housing having a connector portion configured to engage with the lock, a holder portion configured to retain the scrubbing insert therein, and a seal that seals the scrubbing insert within the holder portion. The scrubbing cap is engaged with the lock so as to be removable from the instrument delivery device.

Abstract: A motor drive system includes an inverter comprising a plurality of switching elements on a first arm. A first switching element and a first resistor are connected in series between a DC input and an arm midpoint, and a second switching element and a second resistor are connected in series between the midpoint and ground. A signal conditioning circuit acts a sensor for the system and has first and second inputs. The first input is connected to the first leg between the first switching element and the first resistor, and the second input is connected to the first leg between the second resistor and the second switching element. The signal conditioning circuit can be the only current sensor connected to the arm and can be driven by the same power supply used to control the switching elements.

Abstract: A scaling system is disclosed. The scaling system scales services for a high velocity event. To manage the scaling, a hierarchy of instruction routing network nodes is generated. The instruction routing network nodes provide scaling instructions to some of the services for the HVE. Some of the instruction routing network nodes generate or forward scaling instructions to down hierarchy instruction routing network nodes.

Abstract: The present invention relates to a thin-film composite (TFC) membrane composition comprising macrocycles. The invention also relates in part to a method of fabricating a TFC membrane and to a method of using the TFC membrane to separate a desired liquid or gas from a liquid or gas mixture.