Abstract: The present disclosure relates to natural ingredient compositions comprising hemp extracts and other optional active ingredients; and, to methods of their use for mind-body-balance including for improved energy, gut health, focus, relaxation, and sleep.

Abstract: Aspects of the disclosure relate to mitigation and detection of steganographic modifications embedded in images. A computing platform may receive an image embedded with steganographic modifications. The computing platform may change or modify any number of bits of one or more color components of one or more pixels of an image, rendering the steganographic modifications ineffective. The computing platform may cause at an isolation zone system, execution of an image, including steganographic modifications, to identify images embedded with steganographic modifications. The computing platform may also compare an image with image stored in an image storage module. The computing platform may store an image from the image storage module with a highest visual comparison score rather than the image.

Abstract: Aspects of the disclosure relate to mitigation and detection of steganographic modifications embedded in images. A computing platform may receive an image embedded with steganographic modifications. The computing platform may change or modify any number of bits of one or more color components of one or more pixels of an image, rendering the steganographic modifications ineffective. The computing platform may cause at an isolation zone system, execution of an image, including steganographic modifications, to identify images embedded with steganographic modifications. The computing platform may also compare an image with image stored in an image storage module. The computing platform may store an image from the image storage module with a highest visual comparison score rather than the image.

Abstract: Systems, devices, and methods for improving neural network operations and accuracy are described. In an arrangement, the neural network may be applied for classifying input data to human-assigned labels. Training data being fed for training the neural network may be categorized in clusters (e.g., using a clustering algorithm). Training data and corresponding cluster identifiers may be used as test input and expected test output for the neural network, respectively. Neural network output from output nodes may then be mapped to the human-assigned labels.

Abstract: Systems, devices, and methods for protecting a user computer devices/network from malicious code embedded in a neural network is described. A security platform may selectively modify a downloaded neural network model and/or architecture to remove neural network parameters that may be used to reconstruct the malicious code at an end user of the neural network model. For example, the security platform may remove specific branches of the neural network and/or set specific parameters of the neural network model to zero, such that the malicious code may not be reconstructed at an end-user device.

Abstract: Systems, devices, and methods for protecting a user computer devices/network from malicious code embedded in a neural network is described. A security platform may selectively modify a downloaded neural network model and/or architecture to remove neural network parameters that may be used to reconstruct the malicious code at an end user of the neural network model. For example, the security platform may remove specific branches of the neural network and/or set specific parameters of the neural network model to zero, such that the malicious code may not be reconstructed at an end-user device.

Abstract: Aspects of the disclosure relate to mitigation and detection of steganographic modifications embedded in images. A computing platform may receive an image embedded with steganographic modifications. The computing platform may change or modify any number of bits of one or more color components of one or more pixels of an image, rendering the steganographic modifications ineffective. The computing platform may cause at an isolation zone system, execution of an image, including steganographic modifications, to identify images embedded with steganographic modifications. The computing platform may also compare an image with image stored in an image storage module. The computing platform may store an image from the image storage module with a highest visual comparison score rather than the image.

Abstract: Methods, systems, and computer readable media concern natural language processing and searching for identifying biological products in an electronic document. The method includes extracting, from the electronic document, a candidate text phrase representing a potential biological product reference in the electronic document and parsing the candidate text phrase into a syntactic structure including one or more terms. The method includes tagging each of the one or more terms in the syntactic structure with a vocabulary tag. The vocabulary tag represents a technical meaning of a term in the potential biological product reference. The method includes calculating a total score for the candidate text phrase based on relative tag scores associated with each vocabulary tag for the one or more terms. The method includes classifying the candidate text phrase as a biological product reference and includes searching a database for one or more product entries based on the biological product references.

Abstract: A process for fabricating a substrate comprising a laser-induced plasma assisted modified layer, and a substrate comprising an ion-implanted layer. The process comprises ablating ions from a first target and a separate second target with incident radiation from a laser in the presence of a substrate whereby a quantity of ablated ions from the first target and the second target are separately implanted into the substrate. Ablated ions from the second target are implanted into the substrate amongst implanted ions from the first target. Ablated ions of the first target (e,g Erbium) are a different material compared to ablated ions of the second target (e.g. Ytterbium). The resulting ion-implanted layer may have a substantially uniform distribution of the implanted ions from both the first and second targets collectively, and may be at a significantly greater depth than previously possible, desirably to a well-defined and sharp boundary within the substrate.

Abstract: Methods, systems, and computer readable media concern natural language processing and searching for identifying biological products in an electronic document. The method includes extracting, from the electronic document, a candidate text phrase representing a potential biological product reference in the electronic document and parsing the candidate text phrase into a syntactic structure including one or more terms. The method includes tagging each of the one or more terms in the syntactic structure with a vocabulary tag. The vocabulary tag represents a technical meaning of a term in the potential biological product reference. The method includes calculating a total score for the candidate text phrase based on relative tag scores associated with each vocabulary tag for the one or more terms. The method includes classifying the candidate text phrase as a biological product reference and includes searching a database for one or more product entries based on the biological product references.

Abstract: A system and method for creating and/or presenting electronic forms to users and securely collecting the data entered into the electronic forms. A dashboard application includes a collection of electronic forms for display on a presentation device. Clients complete their corresponding form(s) through the presentation device and the completed form(s) are collected by a server application and stored in a database remote from the presentation device.

Abstract: A storage device for use with a garage door having at multiple panels wherein each panel has a given width and height, the panels connected together by hinges and fasteners at predetermined spacing across the panels, wherein the fasteners are generally disposed in vertical alignment at a top part and bottom part of at least one of the panels, and which includes a storage container having a peripheral support structure which is normally maintained adjacent the panel and includes a plurality of eyelets formed on a top part and bottom part thereof which are of a size to receive one of the fasteners therethrough and are spaced along the peripheral support structure in a manner such that when receiving the fasteners said storage device is maintained adjacent the panel generally within the width and height of the panel.

Abstract: A storage device for use with a garage door having at multiple panels wherein each panel has a given width and height, the panels connected together by hinges and fasteners at predetermined spacing across the panels, wherein the fasteners are generally disposed in vertical alignment at a top part and bottom part of at least one of the panels, and which includes a storage container having a peripheral support structure which is normally maintained adjacent the panel and includes a plurality of eyelets formed on a top part and bottom part thereof which are of a size to receive one of the fasteners therethrough and are spaced along the peripheral support structure in a manner such that when receiving the fasteners said storage device is maintained adjacent the panel generally within the width and height of the panel.

Abstract: A process and apparatus for insertion of a stuffer plug (18) within a hollow section of a automotive weatherseal extrudate (10) is provided which operates by insertion of a needlelike section (20) of a dispenser unit through a wall of the extrudate into the hollow section. A stuffer plug precursor is then injected or inserted into the hollow section and the needle-like section of the dispenser is removed. The stuffer plug precursor (22) then forms a stuffer plug (18) within the hollow section. Preferably, the stuffer plug is a two part polyurethane which reacts chemically to form a polyurethane foam stuffer plug (18) within the hollow section. An easier method for establishing a stuffer plug (18) within an extrudate (10) is provided.

Abstract: A printed circuit board for a wireless communications device includes an acoustic path, and acoustically couples microphone circuitry mounted to a surface of the printed circuit board to an exterior of the wireless communications device. A portion of the acoustic path is integrally formed with the printed circuit board and extends generally parallel to the surface of the printed circuit board. One end of the acoustic path is disposed proximate the microphone circuitry and an opposing end opens to receive acoustic sound from the exterior of the wireless communications device. Audible sound propagates through the acoustic path to the microphone circuitry.