Abstract: A data storage device and method for host-initiated transactional handling for large data set atomicity across multiple memory commands are provided. In one embodiment, a data storage device is provided comprising a memory and a controller. The controller is configured to commence performance of a plurality of atomic operations; and prior to successful completion of the plurality of atomic operations: determine an available capacity of the memory, wherein memory locations storing data written by the plurality of atomic operations are considered unavailable even though the data is not yet committed to the memory locations; and inform the host of the determined available capacity of the memory. Other embodiments are possible, and each of the embodiments can be used alone or together in combination.

Abstract: This disclosure describes methods and systems for protecting machine learning models against privacy attacks. A machine learning model may be trained using a set of training data and causal relationship data. The causal relationship data may describe a subset of features in the training data that have a causal relationship with the outcome. The machine learning model may learn a function that predicts an outcome based on the training data and the causal relationship data. A predefined privacy guarantee value may be received. An amount of noise may be added to the machine learning model to make a privacy guarantee value of the machine learning model equivalent to or stronger than the predefined privacy guarantee value. The amount of noise may be added at a parameter level of the machine learning model.

Abstract: Systems and methods are disclosed for computing network operations. For example, methods may include receiving, at a computing device located within a private network, a message sent from a server located outside of the private network, the message including an observable; invoking, within the private network, a search of data associated with the private network to obtain a search result that includes data matching the observable; aggregating, within the private network, data from the search result that matches the observable to obtain a report that includes an indication of the observable, a count of occurrences of the observable, and identification of one or more components associated with the observable; and transmitting the report to the server.

Abstract: A method, computer system, and a computer program product for simulating industrial safety is provided. The present invention may include receiving data for a physical ecosystem, the physical ecosystem being comprised of a plurality of physical assets. The present invention may include generating a digital twin of the physical ecosystem, wherein the digital twin includes a digital representation of the plurality of physical assets. The present invention may include simulating a performance of the digital twin in a plurality of conditions. The present invention may include providing one or more recommendations to a user based on the performance of the digital twin in the plurality of conditions.

Abstract: Provided herein include various examples of a method for manufacturing aspects of flow cell. The method may include performing chemical processes on a surface of the patterned wafer to prepare the surface of the patterned, singulating the wafer into individual dies, orienting each die on a temporary substrate, where the orienting creates spaces between each individual die, and molding a material over the spaces to create a hybrid wafer comprised of glass and molded material. The method may also include bonding two of the hybrid wafers together, forming a bonded wafer stack.

Abstract: The present disclosure relates to a system and method for use in an electronic circuit design. Embodiments may include receiving, using a processor, one or more DFM rules files from at least one PCB fabricator and importing the one or more DFM rules files to a DFM rule aggregator database. Embodiments may also include grouping one or more rules associated with the one or more DFM rules files using an automated or manual operation. Embodiments may further include performing automatic or manual rule aggregation on the grouped rules based upon, at least in part, rules aggregation information including a DFM template file.

Abstract: A data storage device and method for memory-die-state-aware host command submission are provided. In one embodiment, a data storage device comprises a memory comprising a plurality of memory dies and a controller. The controller is configured to receive a query from a host for a status of a memory die that will be accessed by a command; determine the status of the memory die; and respond to the query by providing the status of the memory die to the host. Other embodiments are possible, and each of the embodiments can be used alone or together in combination.

Abstract: A data storage device and method for low-latency power state transitions by having power islanding in a host memory buffer are provided. In one embodiment, a data storage device is provided comprising a volatile memory, a non-volatile memory, and a controller. The controller is configured to receive information from a host about which area, if any, in a host memory buffer will be powered on during a low-power state; and in response to the information indicating that a first area of the host memory buffer will be powered on during the low-power state, flush data from a second area of the host memory buffer that will not be powered on during the low-power state to the first area of the host memory buffer prior to entering the low-power state. Other embodiments are provided.

Abstract: The present invention relates to a novel Lactobacillus plantarum IMB19 strain, polysaccharides derived from the strain, and a use thereof. A novel Lactobacillus plantarum IMB19 strain and polysaccharides derived from the strain of the present invention exhibit an excellent CD8+T cell activity stimulating ability and Treg cell inhibitory activity, and stimulate and improve an antitumor immune response through various mechanisms such as increased macrophage infiltration in CPS tumors and differentiation and reprogramming of macrophages into an inflammatory phenotype (M1). Therefore, a strain and polysaccharides derived from the strain of the present invention can be effectively used for immune regulation, especially immune boosting, in a subject, and can inhibit tumor growth by inducing and enhancing an antitumor immune response.

Abstract: A process for recycling a polyurethane material wherein the polyurethane material comprises a moiety that is capable of undergoing decomposition through acidolysis, the process comprising: contacting the polyurethane material with an acid solution and allowing at least a portion of the polyurethane material to decompose into a recovered raw material composition comprising a degradation compound; and introducing an acetoacetylated polyol into the recovered raw material composition and reacting the acetoacetylated polyol with the degradation compound to form a polyol compound.

Abstract: A data storage device and method for accidental delete protection are provided. In one embodiment, a data storage device comprises a memory and a controller. The memory comprises a first set of physical blocks and a second set of physical blocks, where the first and second sets of physical blocks are associated with separate logical-to-physical address tables and/or separate block lists. The controller is configured to write data received from a host in the first set of physical blocks and move the data from the first set of physical blocks to the second set of physical blocks in response to the host requesting that a modified version of the data be written in the memory. Other embodiments are possible, and each of the embodiments can be used alone or together in combination.

Abstract: Systems and method for providing tier selection for data based on a weighted flash fragmentation factor. A weighted flash fragmentation factor is determined indicating a severity of fragmentation in a non-volatile storage based on a logical block address range in a logical-to-physical mapping table for data from a host device to be stored in the tiered data storage system. The factor is shared with the host device to determine a tier selection. The data is stored according to the tier selection based on the factor.

Abstract: Storage devices can be configured to utilize one or more memory buffers located within a host-computing device. These host buffers may allow for faster access to some data, including control pages. However, host buffers are susceptible to fragmentation issues similarly to standard user memory arrays. As the data stored within the host buffers becomes more fragmented, performance can suffer. This performance loss in storage devices becomes more pronounced as the desired performance levels of these storage devices increase. Therefore, various methods and systems described herein manage fragmentation within host buffers by conducting one or more operations. These operations may include locating a continuous portion of allocated or unallocated memory within the host buffer and either swap or copy high-usage or high-priority data to those continuous portions. When continuous portions of host buffer memory are not available, relevant portions of data may be cashed within the storage device to increase performance.

Abstract: The disclosure provides data storage devices, methods, and apparatuses including, among other things, a NAND feature through which software may define logical die groups. Moreover, these logical die groups are indexed and operated with indexed single commands, which is selective-multi-casting to specific dies. In one implementation, a data storage device includes a NAND memory and a controller. The NAND memory including a plurality of dies. The controller is coupled to the NAND memory and configured to generate an index by assigning each die of the plurality of dies to one logical group of a plurality of logical groups, and create the plurality of logical groups in the NAND memory by sending one or more command sequences to the NAND memory that groups the plurality of dies into the plurality of logical groups based on the index that is generated.

Abstract: A data storage device and method for efficient image searching are provided. In one embodiment, a data storage device is provided comprising a memory and a controller. The controller is configured to store a plurality of images and a plurality of keys in the memory, wherein each key of the plurality of keys is generated from a respective image of the plurality of images; receive, from a host, a key generated from a target image desired by the host; and return, to the host, an image from the stored plurality of images that is associated with a key that matches the key received from the host. Other embodiments are provided.

Abstract: Systems and methods are disclosed for obtaining network security threat information and mitigating threats to improve computing network operations. For example, methods may include receiving a message from a central instance; from outside of a private network, invoking a search of data associated with the private network, wherein the search is based on the message and the search is performed by an agent device within the private network; receiving a search result of the search from the agent device; transmitting the search result to the central instance, wherein the central instance is configured to generate network security threat information based in part on the search result and share the network security threat information with a plurality of customer instances that are associated with a group of customers; and receiving an alert message from the central instance, wherein the alert message includes information that identifies a network security threat.

Abstract: Examples of a content alignment system are provided. The system may receive a content record and a content creation requirement. The system may implement an artificial intelligence component to sort the content record into a plurality of objects and for identifying an object boundary for each of the plurality of objects. The system may identify a plurality of images and implement a first cognitive learning operation to identify an image boundary for each of the plurality of images. The system may identify a plurality of exhibits and implement a second cognitive learning operation to identify a data pattern associated with each of the plurality of exhibits. The system may implement a third cognitive learning operation for determining a content creation model by evaluating the plurality of objects, the plurality of images, and the plurality of exhibits. The system may generate a content creation output to resolve the content creation requirement.

Abstract: Systems, methods, and media are used to identify phishing attacks. A notification of a phishing attempt with a parameter associated with a recipient of the phishing attempt is received at a security management node. In response, an indication of the phishing attempt is presented in a phishing attempt search interface. The phishing attempt search interface may be used to search for additional recipients, identify which recipients have been successfully targeted, and provide a summary of the recipients. Using this information, appropriate security measures in response to the phishing attempt for the recipients may be performed.

Abstract: Systems and method for providing tier selection for data based on a weighted flash fragmentation factor. A weighted flash fragmentation factor is determined indicating a severity of fragmentation in a non-volatile storage based on a logical block address range in a logical-to-physical mapping table for data from a host device to be stored in the tiered data storage system. The factor is shared with the host device to determine a tier selection. The data is stored according to the tier selection based on the factor.

Abstract: A data storage device and method for efficient image searching are provided. In one embodiment, a data storage device is provided comprising a memory and a controller. The controller is configured to store a plurality of images and a plurality of keys in the memory, wherein each key of the plurality of keys is generated from a respective image of the plurality of images; receive, from a host, a key generated from a target image desired by the host; and return, to the host, an image from the stored plurality of images that is associated with a key that matches the key received from the host. Other embodiments are provided.