Abstract: A method includes, in response to at least one convergence criterion not being met: receiving a labeled dataset that includes a plurality of labeled samples; receiving an unlabeled dataset that includes a plurality of unlabeled samples; identifying a plurality of labeled-unlabeled sample pairs; applying a data augmentation transformation to each labeled sample and each corresponding unlabeled sample; computing, for each least one labeled-unlabeled sample pair, latent representation spaces using the machine learning model; generating, using the machine learning model, a label prediction for each unlabeled sample for each labeled-unlabeled sample pair; computing a loss function for each labeled-unlabeled sample pair of the plurality of labeled-unlabeled sample pairs based on respective latency representation spaces and respective label predictions; applying an optimization function to each respective loss function; and updating a weight value for each labeled-unlabeled sample pair of the plurality of labeled-un

Abstract: Methods are presented herein for a reduced state machine that describes nodes and relationship dynamics representing real network elements (networking devices and software processes) in a computer/data network, and abstracted logical items. Logical states of networking features of the network elements are reflected in the graph, while configuration data is stored for completeness. A method called a “Versioner Algorithm” is provided to record the temporal history of a node and its state over time within the node's metadata itself, while recorded relationships represent logical relations between observed nodes. A method is also provided to time-travel back to observe a historical view of the network. Further still, a method is provided to a difference of two historical topologies and return that data in human-readable or machine consumable form.

Abstract: A document management system uses machine learning to identify legal obligations within contract documents. The document management system trains a machine-learned model using historical contract documents having historical legal obligations; the trained machine-learned model is configured to identify portions of text within a contract document that correspond to legal obligations. The machine-learned model, applied to a set of contract documents, identifies a set of legal obligations. The document management system presents, via a user interface, information about the set of identified legal obligations.

Abstract: According to various aspects of the subject technology, a tool collar is provided. The tool collar may include a recessed portion comprising a component segment and a threaded segment, a pressure sleeve covering the recessed portion, and a threaded component mated to the threaded segment and configured to compress the pressure sleeve against a shoulder of a downhole tool. According to some aspects, a downhole tool is provided. The downhole tool may include a recessed portion comprising a component segment and a threaded segment, an unrecessed portion comprising a shoulder, a pressure sleeve covering the recessed portion of the downhole tool, and a threaded component mated to the threaded segment and configured to compress the pressure sleeve against the shoulder of the unrecessed portion.

Abstract: A method can include receiving a request to read data from a block of a memory device, identifying a block family associated with the block of the memory device, identifying a voltage distribution parameter value associated with the block family, wherein the voltage distribution parameter value reflects an aggregate value of a corresponding voltage distribution associated with a plurality of memory cells of the block family, and determining a set of read levels associated with the voltage distribution parameter value, wherein each read level in the set of read levels corresponds to a respective voltage distribution of at least one memory cell comprised by the block of the memory device. The block family can be identified using a data structure that maps block identifiers to corresponding block family identifiers. The voltage distribution parameter value can be identified using a data structure that maps block family identifiers to corresponding voltage parameter values.

Abstract: Methods and systems for automatically determining a priority of a user or a group of users based on electronic activity of the user or group of users. One system includes an electronic processor configured to determine a topic of each of a plurality of electronic communications associated with the user and determine a plurality of communication groups, wherein each communication group includes a subset of the plurality of electronic communications having a common topic. The electronic processor is also configured to rank the plurality of communication groups and perform at least one automatic action for at least one of the plurality of communication groups based on the plurality of communication groups as ranked.

Abstract: A flexible packaging material including: a core portion having a geometrically patterned structure defining two spaced-apart substantially planar faces and providing air space therebetween, the core portion including cellulosic fiber-based walls having a core grammage; and at least one cellulosic fiber-based liner bonded to a respective one of the planar faces of the core portion and having a liner grammage lower than the core grammage, the material being flexible along a plane defined by the at least one liner.

Abstract: A flexible packaging material including: a core portion having a geometrically patterned structure defining two spaced-apart substantially planar faces and providing air space therebetween, the core portion including cellulosic fiber-based walls having a core grammage; and at least one cellulosic fiber-based liner bonded to a respective one of the planar faces of the core portion and having a liner grammage lower than the core grammage, the material being flexible along a plane defined by the at least one liner.

Abstract: A flexible cellulosic fiber-based material including: a core portion having a geometrically patterned structure defining two spaced-apart substantially planar faces and providing air space therebetween, the core portion including cellulosic fiber-based walls having a core grammage; and at least one cellulosic fiber-based liner bonded to a respective one of the planar faces of the core portion and having a liner grammage lower than the core grammage, the material being flexible along a plane defined by the at least one liner.

Abstract: The dunnage can be used for protecting edges of articles such as wood furniture during shipping and has a honeycomb panel having a first and second opposed faces, and a first and second adjacent panel sections folded relative to each other along a V-groove extending into the first face, a layer of antiskid cohesive material applied on the V-groove and maintaining said first and second adjacent panels in said folded configuration, and also applied on a substantial portion of one of said first and second adjacent panel sections, on the first face. The cohesive on the exposed face of the folded dunnage acts as an antiskid which reduces the likelihood of the dunnage sliding once applied to the edge of the article, and also reduces the abrasiveness of the honeycomb panel. A process of production is also disclosed where the V-groove can be made on line.

Abstract: A flexible cellulosic fiber-based material including: a core portion having a geometrically patterned structure defining two spaced-apart substantially planar faces and providing air space therebetween, the core portion including cellulosic fiber-based walls having a core grammage; and at least one cellulosic fiber-based liner bonded to a respective one of the planar faces of the core portion and having a liner grammage lower than the core grammage, the material being flexible along a plane defined by the at least one liner.

Abstract: The dunnage can be used for protecting edges of articles such as wood furniture during shipping and has a honeycomb panel having a first and second opposed faces, and a first and second adjacent panel sections folded relative to each other along a V-groove extending into the first face, a layer of antiskid cohesive material applied on the V-groove and maintaining said first and second adjacent panels in said folded configuration, and also applied on a substantial portion of one of said first and second adjacent panel sections, on the first face. The cohesive on the exposed face of the folded dunnage acts as an antiskid which reduces the likelihood of the dunnage sliding once applied to the edge of the article, and also reduces the abrasiveness of the honeycomb panel. A process of production is also disclosed where the V-groove can be made on line.

Abstract: Embodiments of the present invention are directed to methods related to a transaction structure for financing the sale of a commodity. According to one embodiment, the method includes establishing a forward contract between a company and a first business entity. The method may also include the first business entity offering debt securities to investors. Further, the method may include establishing a purchase agreement between the first business entity and a purchaser, wherein the purchase agreement obligates the purchaser to purchase the volumes of the commodity from the first business entity. Also, the method may include establishing a swap agreement between the purchaser and a party, wherein the swap agreement obligates the purchaser to pay the party an amount equal to the price at which the purchase sells the volumes of the commodity in the open market and obligates the party to pay the purchaser a fixed price.

Abstract: A method of monetizing a contract to supply a commodity from a supplier to a recipient is disclosed. According to one embodiment, the method includes transferring the contract to a first entity and revising the contract such that the first entity may provide the commodity to the recipient from sources other than specified in the contract. The method further includes establishing a second contract to supply the commodity from the second entity to the first entity, wherein the price of the commodity in the second contract is less than the price of the commodity in the revised first contract. In addition, the method includes guaranteeing, by a third-party guarantor, payment obligations of the first entity to the recipient arising out of the revised first contract and/or payment obligations of the second entity to the first entity arising out of the second contract.