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: A cannula for passing surgical instruments through tissue. In some instances, the cannula may include a distal flange flexible between a radial configuration and a longitudinal configuration. In some instances, the cannula may also include an actuator configured to move the distal flange between the radial configuration and the longitudinal configuration. In some instances, the cannula may include a valve disposed within the lumen of the cannula, and a cap configured to secure the valve to the cannula. The valve may include a body member having a base and first and second opposing walls extending from the base. In some instances, the valve has an arcuate cutout in the lower surface configured to fit around an instrument shaft inserted therethrough. In some instance, the cannula includes a slit extending an entire length of the cannular to permit an instrument shaft to be inserted and/or removed laterally.

Abstract: A display monitoring system exchanges information with display sensors and responds to multiple display stakeholders based on conclusions drawn from the information.

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 display monitoring system exchanges information with display sensors and responds to multiple display stakeholders based on conclusions drawn from the information.

Abstract: A display monitoring system exchanges information with display sensors and responds to multiple display stakeholders based on conclusions drawn from the information.

Abstract: Requests to send data from a first host within a network of hosts are monitored against a record of destination hosts that have been sent data in accordance with a predetermined policy. Destination host identities (not the record) are stored in a buffer. The buffer size is monitored to determine whether requests from the first host are pursuant to viral activity therein.

Abstract: A display monitoring system exchanges information with display sensors and responds to multiple display stakeholders based on conclusions drawn from the information.

Abstract: Requests to send data from a first host within a network of hosts are monitored against a record of destination hosts that have been sent data in accordance with a predetermined policy. Destination host identities (not the record) are stored in a buffer. The buffer size is monitored to determine whether requests from the first host are pursuant to viral activity therein.