Abstract: An exemplary system and method for contrastive learning that can generate pseudo severity-based labels for unlabeled medical images using gradient measures from an anomaly detection operation. The severity labels can be then used for diagnosis of a disease or medical condition or as labels for as a training data set for training of another machine learning model. The training can be performed in combination with biomarker data.

Abstract: A method for managing user stories in software development via artificial intelligence is disclosed. The method includes aggregating, via an application programming interface, raw data from a software development framework according to a predetermined schedule, the raw data corresponding to user stories from a plurality of users in a natural language format; ingesting the aggregated raw data to generate structured data sets; generating a language model by using a neural network and the structured data sets, the neural network including a transformer component; training, by using the structured data sets, the language model based on predetermined criterions; tuning the trained language model for tasks by adjusting parameters; and exposing, via a communication interface, the tuned language model.

Abstract: The disclosed technology relates to a write driver and a method for operating the write driver for a memory device. The write driver is connected to a memory line of the memory device. Multiple memory cells of the memory device are connected to the memory line at different distances from the write driver. The operating method comprises controlling the write driver to provide a smaller amount of current for accessing a first memory cell of the memory cells, and controlling the write driver to provide a larger amount of current for accessing a second memory cell of the memory cells. Thereby, the first memory cell is connected to the memory line at a smaller distance to the write driver than the second memory cell.

Abstract: An exemplary system and method that facilitate the use of clinical medical data in electronic medical records for training an AI model. In an aspect, the exemplary system and method can be used for asymmetric multi-modal machine learning training, e.g., supervised contrastive learning, on one data set modality (e.g., having clinical labels) to learn useful features in a first model for fine-tuning on another data set (e.g., having biomarker labels). In another aspect, the exemplary system and method can use demographic information in electronic medical records for training an AI model.

Abstract: A memory device with multiplexers for multiplexing write and read operations to bit lines is provided. In one aspect, a write-read circuit includes a multiplexer for multiplexing the write and read operations. The multiplexer includes a plurality of select devices, each select device being associated with one of a plurality of bit lines, and each select device including a first transistor and a second transistor. The write-read circuit further includes a controller configured to, for a write operation using a particular bit line, control the multiplexer to turn on both transistors of the first select device associated with the particular bit line, and for a read operation using the particular bit line, control the multiplexer to turn on the first transistor and turn off the second transistor of the first select device associated with the particular bit line.

Abstract: A system comprising a real time clock, RTC, and a processor configured to execute a secure application to provide a secure clock and configured to operate in a first low-power-mode and a first normal-mode, and a non-secure application configured to perform a clock modification procedure and configured to operate in a second low-power-mode and a second normal-mode, the system configured to perform a secure clock initialisation procedure comprising obtaining a record of a current time from the RTC based on a transition from the first low-power-mode to the first normal-mode, wherein the secure application is configured to perform a clock update procedure including updating the RTC with a secure record of the current time and wherein the system is further configured to prevent performing the clock modification procedure after the clock update procedure has been performed.

Abstract: Systems and methods for computing paths through a network are provided. A method, according to one implementation, includes the step of receiving information regarding a path through a network from a source node via one or more intermediate nodes to a destination node, whereby the path is loosely defined by a user as a partially-completed route through the network using one or more network resources. The method also includes the step of utilizing the information regarding the path to automatically compute a completed home route from the source node to the destination node while attempting to retain as many of the one or more intermediate nodes of the path as possible.

Abstract: An information handling system and method for translating virtual addresses to real addresses including a processor for processing data; memory devices for storing the data; and a memory controller configured to control accesses to the memory devices, where the processor is configured, in response to a request to translate a first virtual address to a second physical address, to send from the processor to the memory controller a page directory base and a plurality of memory offsets. The memory controller is configured to: read from the memory devices a first level page directory table using the page directory base and a first level memory offset; combine the first level page directory table with a second level memory offset; and read from the memory devices a second level page directory table using the first level page directory table and the second level memory offset.

Abstract: Techniques for rendering notification and announcement content for read time are described. A notification system provides non-natural language notification content. Sometime thereafter, a user input to output the notification content is received. In response, template-based or natural language generation processing is performed to convert the non-natural language notification content into natural language notification content including updated time information. The natural language notification content is then output to the user. Alternatively, a notification system provides non-natural language announcement content. Sometime thereafter, the template-based or natural language generation processing is performed to convert the non-natural language announcement content into natural language announcement content including updated time information. The natural language announcement content is then proactively output to an intended recipient user or group of users.

Abstract: A method comprises collecting parameters corresponding to processing by a first application programming interface of at least one application programming interface transaction, analyzing the parameters using one or more machine learning algorithms, and predicting, based at least in part on the analyzing, whether the at least one application programming interface transaction is anomalous. In the method, the first application programming interface is designated as being in an anomalous state responsive to predicting that the at least one application programming interface transaction is anomalous. One or more application programming interface requests for the first application programming interface are routed to a second application programming interface responsive to the anomalous state designation.

Abstract: Gate-all-around integrated circuit structures having pre-spacer-deposition cut gates are described. For example, an integrated circuit structure includes a first vertical arrangement of horizontal nanowires and a second vertical arrangement of horizontal nanowires. A first gate stack is over the first vertical arrangement of horizontal nanowires, and a second gate stack is over the second vertical arrangement of horizontal nanowires. An end of the second gate stack is spaced apart from an end of the first gate stack by a gap. The integrated circuit structure also includes a dielectric structure having a first portion forming a gate spacer along sidewalls of the first gate stack, a second portion forming a gate spacer along sidewalls of the second gate stack, and a third portion completely filling the gap, the third portion continuous with the first and second portions.

Abstract: A client device, such as a mobile phone or a mobile phone accessory (e.g., phone case), is provided that receives and transmits data (e.g., a social media code) via light wave communication. The light wave communication may comprise structured light (e.g., projected light patterns). The client device may include a lightbox comprised of LEDs located on a back face of the client device.

Abstract: Embodiments disclosed herein include electronic packages. In an embodiment, the electronic package comprises a first substrate; a second substrate; and an array of interconnects electrically coupling the first substrate to the second substrate. In an embodiment, the array of interconnects comprises first interconnects, wherein the first interconnects have a first volume and a first material composition, and second interconnects, wherein the second interconnects have a second volume and a second material composition, and wherein the first volume is different than the second volume and/or the first material composition is different than the second material composition.

Abstract: Disclosed is an improved approach to implement I/O and storage device management in a virtualization environment. According to some approaches, a Service VM is employed to control and manage any type of storage device, including directly attached storage in addition to networked and cloud storage. The Service VM implements the Storage Controller logic in the user space, and can be migrated as needed from one node to another. IP-based requests are used to send I/O request to the Service VMs. The Service VM can directly implement storage and I/O optimizations within the direct data access path, without the need for add-on products.

Abstract: In accordance with some embodiments, systems, methods, and media for estimating a depth and orientation of a portion of a scene using a single-photon detector and diffuse light source are provided. In some embodiments, a system comprises: a light source; an image sensor comprising a pixel having a field of view of at least one degree; a hardware processor programmed to: cause the light source to emit a sequence of n defocused pulses toward the scene; receive, from the pixel, information indicative of arrival times of light from the scene; generate a transient histogram using the information indicative of arrival times of light from the scene; and estimate one or more properties of a portion of the scene within the field of view of the pixel based on the transient histogram, wherein the one or more properties of the portion of the scene includes at least a depth.

Abstract: The present disclosure relates to treatment of central nervous system (CNS) cancers (e.g., malignant glioma, glioblastoma, or CNS-multiple myeloma) using marizomib. The disclosure further relates to uses of synergistic combinations of marizomib with additional therapeutic agents such as bevacizumab, daratumumab, temozolomide, pomalidomide, and radiotherapy.

Abstract: Integrated circuit structures having a dielectric anchor and confined epitaxial source or drain structure, and methods of fabricating integrated circuit structures having a dielectric anchor and confined epitaxial source or drain structure, are described. For example, an integrated circuit structure includes a sub-fin in a shallow trench isolation (STI) structure. A plurality of horizontally stacked nanowires is over the sub-fin. A gate dielectric material layer is surrounding the plurality of horizontally stacked nanowires. A gate electrode structure is over the gate dielectric material layer. A confined epitaxial source or drain structure is at an end of the plurality of horizontally stacked nanowires. A dielectric anchor is laterally spaced apart from the plurality of horizontally stacked nanowires and recessed into a first portion of the STI structure, the dielectric anchor having an uppermost surface below an uppermost surface of the confined epitaxial source or drain structure.

Abstract: The methods and systems herein enable relative movement-based seatbelt use detection. Image data of an occupant of a vehicle is received over time. The image data is then input into a machine-learned model or other module that determines whether relative movement between one or more portions of the occupant and corresponding portions of a seatbelt are less than a threshold amount. If the relative movement is less than the threshold amount, an indication of seatbelt misuse (e.g., a fake seatbelt) is output to a vehicle component. By basing the indication of seatbelt misuse on relative movement between the occupant and the seatbelt, seatbelt use detection may be improved.

Abstract: A method of treating a pediatric cancerous solid tumor in a mammalian subject is disclosed that comprises intralesionally administering an amount of a halogenated xanthene or a pharmaceutically acceptable salt thereof, preferably Rose Bengal disodium, that elicits ablation of tumor cells of the administered tumor. Another contemplated method comprises the steps of intralesionally administering an amount of a halogenated xanthene or a pharmaceutically acceptable salt thereof, preferably Rose Bengal disodium, that elicits ablation of tumor cells of the administered tumor and systemically administering a tumor-inhibiting effective amount of a systemic anti-cancer medication that provides synergistic cytotoxicity with the halogenated xanthene. The two administrations can occur concurrently, or one prior to the other.

Abstract: An online authentication system allows a user to define their own logic for multistage authentication, which is provided to an online authentication center and stored as encrypted bytecode based on each user's password. Implementation logic can use third party information sources to provide additional authentication options.