Abstract: A method performed by one or more computers for obtaining an optimized algorithm that (i) is functionally equivalent to a target algorithm and (ii) optimizes one or more target properties when executed on a target set of one or more hardware devices. The method includes: initializing a target tensor representing the target algorithm; generating, using a neural network having a plurality of network parameters, a tensor decomposition of the target tensor that parametrizes a candidate algorithm; generating target property values for each of the target properties when executing the candidate algorithm on the target set of hardware devices; determining a benchmarking score for the tensor decomposition based on the target property values of the candidate algorithm; generating a training example from the tensor decomposition and the benchmarking score; and storing, in a training data store, the training example for use in updating the network parameters of the neural network.

Abstract: Technologies described herein are generally directed to facilitating the allocation, scheduling, and management of network slice resources. According some embodiments, a system can facilitate performance of operations. The operations can include facilitating receiving information regarding a characteristic of a potential connection, by a user device, to respective network devices of a group of provider networks. The operations can further include facilitating selecting an identifier resource from a group of identifier resources, the group comprising the identifier resources available to the user device for a connection to a corresponding network device of a provider network from the respective network devices of the group of provider networks, resulting in a selected identifier resource. Further, the operations can include communicating the selected identifier resource to the user device for use by the user device to establish the connection to the corresponding network device.

Abstract: Disclosed herein is a winter precipitation barrier composition, comprising: a retaining agent, a solvent, and optionally, an auxiliary component, such as a rheology/viscosity modifier, surfactant, detergent, foaming/defoaming additive, humectant, dye, colorant, fragrance, or a combinations thereof. In one embodiment, the retaining agent comprises a primarily hydrophobic monomer or a hydrophilic monomer.

Abstract: A cleaner composition comprises a surfactant, a sodium source, an odor neutralizer, a fragrance, and a biocide, wherein the odor neutralizer comprises a betaine compound, aminoalcohol, a polyol, and an ionone, and wherein the cleaner composition is stable at a pH of about 9.5 to about 11.5 when stored for 24 months at a temperature of about 25° C. A spray dispenser comprises the cleaner composition and a propellant. Also described is a method of cleaning, deodorizing, or a combination thereof, automobile interiors by applying the disclosed cleaner composition to an automobile interior.

Abstract: Disclosed are methods of providing short-term protection to an automobile exterior. In one embodiment, the method comprises applying an aqueous film-forming automotive coating composition to an automobile exterior; drying the aqueous film-forming automotive coating composition at ambient conditions to form a protective coating that does not substantially alter the gloss or color of the automobile exterior; and removing the protective coating after a period of time post-application in a manner that does not result in damage to the automobile exterior and produces a biodegradable waste stream. A two component package is also provided, the package comprising an aqueous film-forming automotive coating composition comprising a film-forming polymer and a solvent; and an aqueous wash removal composition that is at least one of a surfactant wash, a solvent wash, a solvent surfactant wash, or a combination thereof. In another embodiment, a curable coating composition is applied and cured by natural sunlight.