Abstract: A computer-implemented method that includes a computing system receiving a plurality of data items that include content data. The system then generates a first inference model based on the received content data. The system also receives metadata associated with respective data items and then generates a second inference model based on the received metadata data. The system further determines, based on the first inference model, a first weight parameter associated with the content data, and determines, based on the second inference model, a second weight parameter associated with the metadata. The system then generates a classification model for determining a classification of at least one data item of the plurality of data items. The classification model is generated based on at least one of the first weight parameter or the second weight parameter.

Abstract: Materials and methods for creating plants (e.g., alfalfa lines) with reduced lignin content and composition are provided herein, as are plants, plant parts, and plant cells generated by the methods provided herein.

Abstract: Materials and methods are provided for making plants (e.g., soybean varieties, wheat varieties, or corn varieties) with altered amino acid content. For example, materials and methods are provided for making TALE nuclease-induced mutations in genes encoding seed storage proteins, or by making TALE nuclease-induced deletions of within seed storage protein genes.

Abstract: Systems and methods are provided for detecting dictionary domain generation algorithm domain names using deep learning models. The system and method may comprise training and applying a model comprising a long short-term memory network, a convolutional neural network, and a feed forward neural network that accepts as input an output from the long short-term memory network and convolutional neural network. The system and method may provide a score indicating the likelihood that a domain name was generated using a dictionary domain generation algorithm domain name. The system and method may be provided as a service.

Abstract: Materials and methods are provided for making plants with altered levels of amino acids, particularly by making controlled frameshift mutations in genes that are highly expressed in plant leaves or plant seeds.

Abstract: Materials and methods are provided for making plants (e.g., Solanum varieties) with resistance to black-spot bruising, specifically, by making TALE-nuclease-induced mutations in genes encoding tuber specific expressed polyphenol oxidase.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for service oriented software-defined security framework are disclosed. In one aspect, a system includes a security control device, one or more assets, and a security controller that communicates with the security control device and the one or more assets. The security controller includes a processing engine configured to register the security control device by creating a physical-logical attribute mapping for the security control device, and generating a security service description associated with the security control device. The processing engine is further configured to register the one or more assets by creating a physical-logical attribute mapping for each of the one or more assets, and generating security service requirements for each of the one or more assets. The processing engine is further configured to generate a security service binding based on a request for service.

Abstract: The invention provides for sorghum plants and plant parts developed through tissue culture, gene editing or other methods of mutagenesis in which the plant or plant parts have increased tolerance to one or more acetyl-CoA carboxylase (ACC) herbicides at levels that would normally inhibit the growth of wild-type sorghum plants. In this context, the sorghum plant may be tolerant to any herbicide capable of inhibiting acetyl-CoA carboxylase enzyme activity. The present invention allows for the screening of ACC herbicide tolerant hybrids with markers or application of ACC inhibiting herbicides, and for the removal of unwanted vegetation with application of ACC inhibiting herbicides from seed and grain production fields.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for service oriented software-defined security framework are disclosed. In one aspect, a system includes a security control device, one or more assets, and a security controller that communicates with the security control device and the one or more assets. The security controller includes a processing engine configured to register the security control device by creating a physical-logical attribute mapping for the security control device, and generating a security service description associated with the security control device. The processing engine is further configured to register the one or more assets by creating a physical-logical attribute mapping for each of the one or more assets, and generating security service requirements for each of the one or more assets. The processing engine is further configured to generate a security service binding based on a request for service.

Abstract: A computer-implemented method that includes a computing system generating a first classification model for determining a classification of a data item. The first classification model is generated using at least baseline content data or baseline metadata. The system receives modified content data indicating a change to the baseline content data and modified metadata indicating a change to the baseline metadata. The system generates an impact metric based on at least the modified content data or the modified metadata and compares the impact metric to a threshold metric to determine whether the impact metric exceeds the threshold metric. In response to the impact metric exceeding the threshold impact metric, the system generates a second classification model for determining a classification of the data item.

Abstract: A computer-implemented method that includes a computing system receiving a plurality of data items that include content data. The system then generates a first inference model based on the received content data. The system also receives metadata associated with respective data items and then generates a second inference model based on the received metadata data. The system further determines, based on the first inference model, a first weight parameter associated with the content data, and determines, based on the second inference model, a second weight parameter associated with the metadata. The system then generates a classification model for determining a classification of at least one data item of the plurality of data items. The classification model is generated based on at least one of the first weight parameter or the second weight parameter.

Abstract: Systems, methods, and apparatus, including computer programs encoded on computer storage media, for facilitating communication in an industrial control network. A system includes an industrial control network, one or more controller devices, one or more emulators, and an encryption relay processor. Each controller device can be operable to control one or more operational devices connected to the industrial control network. Each emulator can be configured to communicate with a respective controller device, and each emulator can be configured to reference a respective profile that includes information about security capabilities of the respective controller device. The encryption relay processor can be operable to facilitate communication to and from each emulator over the industrial control network.

Abstract: The present application provides a transformer, a transformer winding component and manufacturing methods thereof. The transformer winding component comprises a bobbin and at least two windings, wherein the bobbin includes a cylinder, and the at least two windings are wound on the outside of the cylinder. The at least two windings are sequentially disposed from inside to outside relative to the cylinder, and comprise a first fold winding. The transformer winding component further comprises an insulation layer and a fold tape. The insulation layer is adjacently disposed on the outside of the first fold winding. A portion of fold tape is located on the inner side of the first fold winding, and another portion of fold tape is located on the outside of the insulation layer. The transformer comprises a core and the transformer winding component.

Abstract: Systems, methods, and apparatus, including computer programs encoded on computer storage media, for facilitating secure communication. A system for facilitating secure communication includes an enterprise network, one or more operational technology networks, and a management server. Each of the operational technology networks can include one or more controller devices operable to control one or more operational devices, and can include a respective site security server and a respective security relay server. The security relay server can be operable to facilitate secure communication between controller devices of the operational technology network and its corresponding site security server. The management server can be a node on the enterprise network and can be operable to communicate with each site security server.

Abstract: Systems, methods, and apparatus, including computer programs encoded on computer storage media, for facilitating communication in an industrial control network. A system includes an industrial control network, one or more controller devices, one or more emulators, and an encryption relay processor. Each controller device can be operable to control one or more operational devices connected to the industrial control network. Each emulator can be configured to communicate with a respective controller device, and each emulator can be configured to reference a respective profile that includes information about security capabilities of the respective controller device. The encryption relay processor can be operable to facilitate communication to and from each emulator over the industrial control network.

Abstract: Materials and methods for genome engineering through transient expression of a targeted nuclease are described herein. For example, the methods described herein can include introducing into a cell a messenger RNA (mRNA) that encodes a nuclease targeted to a selected sequence within the cell, where the stability of the mRNA is modified by the addition of untranslated regions (UTRs).

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for service oriented software-defined security framework are disclosed. In one aspect, a system includes a security control device, one or more assets, and a security controller that communicates with the security control device and the one or more assets. The security controller includes a processing engine configured to register the security control device by creating a physical-logical attribute mapping for the security control device, and generating a security service description associated with the security control device. The processing engine is further configured to register the one or more assets by creating a physical-logical attribute mapping for each of the one or more assets, and generating security service requirements for each of the one or more assets. The processing engine is further configured to generate a security service binding based on a request for service.

Abstract: The present application provides a transformer, a transformer winding component and manufacturing methods thereof. The transformer winding component comprises a bobbin and at least two windings, wherein the bobbin includes a cylinder, and the at least two windings are wound on the outside of the cylinder. The at least two windings are sequentially disposed from inside to outside relative to the cylinder, and comprise a first fold winding. The transformer winding component further comprises an insulation layer and a fold tape. The insulation layer is adjacently disposed on the outside of the first fold winding. A portion of fold tape is located on the inner side of the first fold winding, and another portion of fold tape is located on the outside of the insulation layer. The transformer comprises a core and the transformer winding component.

Abstract: Methods for genome engineering, including methods utilizing transient expression of a nuclease utilizing modified transfer-DNA (T-DNA) plasmids, are provided herein.

Abstract: Materials and methods for creating genome-engineered plants with non-transgenic methods are provided herein.