Abstract: A system and supporting method enable receipt of a computer-coded policy for execution in a control plane associated with a cloud environment to provide data governance in a data plane using one or more data assets of the cloud environment, where the one or more data assets are automatically associated to the computer-coded policy using a set of pre-determined rules associated with the computer-coded policy and using annotations associated with the one or more data assets, and where dynamic changes are to be performed with respect to the annotations based in part on real-time changes to the computer-coded policy to allow monitoring contents of the one or more data assets in accordance with the computer-coded policy and to perform a remediation action that is associated with the one or more data assets in response to a violation associated with the computer-coded policy.

Abstract: Disclosed are systems, apparatuses, methods, computer readable medium, and circuits for ordering services in a service chain comprising: receiving, at an edge router, one or more data packets; determining, at the edge router, a sequence order of service chain elements for the one or more data packets based upon an established sequence, the sequence order modifies the established sequence to performing an altering service that alters a payload of the one or more packets prior to one or more remaining services that inspect the one or more packets; transmitting and receiving, by the edge router in the sequence order, the one or more data packets to and from the service chain elements; transmitting, by the edge router, the one more data packets to a destination after a last of the service chain elements has been performed.

Abstract: A system facilitates communication between branches of an SD-WAN and a service chain element. A hub node receives a data packet of a flow from a source branch over a VPN segment to be transmitted to a destination branch, extracts flow information from the data packet including VPN segment information to be stored in a flow table before transmitting the data packet to the service chain element over a service chain VPN. Upon return of the data packet from the service chain element, the hub node uses packet tuple information to retrieve the flow information with VPN segment information from the flow table. The hub node can then forward the data packet to the destination branch over the VPN segment. The hub node can generate and store an Auto Service Chaining Key that connects bidirectional flows so that the hub node can apply service-chaining to bidirectional traffic.

Abstract: A system facilitates communication between branches of an SD-WAN and a service chain element. A hub node receives a data packet of a flow from a source branch over a VPN segment to be transmitted to a destination branch, extracts flow information from the data packet including VPN segment information to be stored in a flow table before transmitting the data packet to the service chain element over a service chain VPN. Upon return of the data packet from the service chain element, the hub node uses packet tuple information to retrieve the flow information with VPN segment information from the flow table. The hub node can then forward the data packet to the destination branch over the VPN segment. The hub node can generate and store an Auto Service Chaining Key that connects bidirectional flows so that the hub node can apply service-chaining to bidirectional traffic.

Abstract: Disclosed is a tandem solar module and a method for forming such a module. The module includes a plurality of cell strips formed by cutting a full cell parallel to a direction of extension of a bus bar of the full cell, a plurality of strings arranged in one or more parallel sets, each string comprising two or more said cells strips interconnected end-to-end with respect to the direction of extension, and a terminal at each opposite end the one or more parallel sets.

Abstract: The disclosure relates to integrin binding peptides, pharmaceutical compositions comprising the peptides and to uses thereof as therapeutic, diagnostic, imaging and targeting agents.

Abstract: The present disclosure provides systems and methods directed towards single molecule protein sequencing, through use of a barcode transfer reagent. Systems and methods described herein allow for massively parallel single-molecule protein sequencing through molecular barcoding and ex-situ analysis.

Abstract: A composition comprising a liposome comprising a first phospholipid comprising a C14-C19:0 fatty acid and a C3-C15:0 fatty acid with a c-terminal carboxyl or a carboxaldehyde group; a second phospholipid comprising a C14-C19:0 fatty acid and a C14-C19:0 fatty acid and a sterol. The first phospholipid is preferably a phosphatidylcholine. The second phospholipid is preferably HSPC and the sterol is preferably cholesterol. In some embodiments, the molar ratio of the respective ingredients is 2-3:5-6:2-3; preferably 2:6:2; or 3:5:2, respectively. The invention also relates to the use of this composition in the targeting of M2 macrophages.

Abstract: In one implementation, a method of determining a downward direction is performed by a device including one or more processors, non-transitory memory, and an image sensor. The method includes capturing, using the image sensor, an image of a physical environment. The method includes detecting a plurality of lines within the image of the physical environment. The method includes determining one or more vanishing directions based on the plurality of lines. The method includes defining a downward direction based on the one or more vanishing directions.

Abstract: One or more aspects of the present disclosure are directed to providing a single hierarchical construct for defining requirements (connectivity parameters) of a service in a service chain. In one aspect, a single construct for identifying a service in a service chain includes a first object identifying at least one path for accessing an instance of the service within a communication network, a second object identifying a respective communication protocol for the at least one path; and a third object identifying at least a transmission specification for the respective communication protocol in the second object, wherein the second object and the third object are embedded within the first object.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for performing a machine learning task on an input sequence of characters that has a respective character at each of a plurality of character positions to generate a network output. One of the systems includes a neural network configured to perform the machine learning task, the neural network comprising a gradient-based sub-word tokenizer and an output neural network. The gradient-based sub-word tokenizer is configured to apply a learned, i.e., flexible, sub-word tokenization strategy to the input sequence of characters to generate a sequence of latent sub-word representations. The output neural network is configured to process the latent sub-word representation to generate the network output for the task.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating output sequences using auto-regressive decoder neural networks. In particular, during generation, adaptive early exiting is used to reduce the time required to generate the output sequence.

Abstract: Various implementations disclosed herein include devices, systems, and methods for pose estimation using one point correspondence, one line correspondence, and a directional measurement. In various implementations, a device includes a non-transitory memory and one or more processors coupled with the non-transitory memory. In some implementations, a method includes obtaining an image corresponding to a physical environment. A first correspondence between a first set of pixels in the image and a spatial point in the physical environment is determined. A second correspondence between a second set of pixels in the image and a spatial line in the physical environment is determined. Pose information is generated as a function of the first correspondence, the second correspondence, and a directional measurement.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating output sequences using auto-regressive decoder neural networks. In particular, during generation, adaptive early exiting is used to reduce the time required to generate the output sequence.

Abstract: The disclosure relates to integrin binding peptides, pharmaceutical compositions comprising the peptides and to uses thereof as therapeutic, diagnostic, imaging and targeting agents.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating output sequences using auto-regressive decoder neural networks. In particular, during generation, adaptive early exiting is used to reduce the time required to generate the output sequence.

Abstract: Some implementations involve a process that identifies a subset of points in an image and creates descriptors for these points. The detection and descriptor process may use one or more neural networks. In some implementations, the process includes a neural network that uses one or more fixed (e.g., weight independent) neural network layers to perform certain functions that can be performed more accurately and/or efficiently than via non-fixed (e.g., weight-based) layers. In some implementations, for example, a neural network includes a layer that determines orientation formulaically within the neural network. Such orientations may be determined convolutionally (e.g., using sliding patches) but are not determined based on internal node weights within the layer that were determined during the training of the neural network.

Abstract: A system and a method for producing ethylene glycol are disclosed. Alkylene oxide and water are flowed into a first reactor unit and subjecting the alkylene oxide and water, in the first reactor unit, to first reaction conditions such that an effluent of the first reactor unit comprises an alkylene glycol, unreacted alkylene oxide, and unreacted water. At least a portion of the unreacted alkylene oxide may be routed to a second reaction unit and subjected to reaction conditions sufficient to produce additional alkylene glycol, wherein the second reactor unit is a reactive distillation column.

Abstract: In one implementation, a method of estimating the heading of a device is performed by the device including a processor, non-transitory memory, and an image sensor. The method includes determining a geographic location of the device. The method includes capturing, using the image sensor, an image at the geographic location. The method includes detecting one or more lines within the image. The method includes determining a heading of the device based on the one or more lines and the geographic location.

Abstract: In one implementation, a method of estimating the heading of a device is performed by the device including a processor, non-transitory memory, and an image sensor. The method includes determining a geographic location of the device. The method includes capturing, using the image sensor, an image at the geographic location. The method includes detecting one or more lines within the image. The method includes determining a heading of the device based on the one or more lines and the geographic location.