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Spatial reasoning could be the secret sauce for building generalist embodied agents that can drive, manipulate objects, and fly drones, all within a single model.
Push-Sum decentralized learning's generalization error depends on a surprisingly simple multiplicative factor coupling problem conditioning and directed communication topology.