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Compact online learning architectures could be used to enhance internet of things devices to allow them to learn directly based on data being received instead of having to ship data to a remote server for learning. This saves communications energy and enhances privacy and security as the data is not shared. The learning architectures can also be used in high performance computing and in traditional...