Compact deep neural network models of the visual cortex

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Second is a generalizable embodied foundation model for home scenarios. In response to the multi-step, highly compositional, and strongly long-tailed nature of home tasks, Nuoyin moves beyond traditional imitation-learning frameworks. With innovative model architectures and training methods, it emphasizes modeling task structure, skill composition, and the execution feedback loop—enabling deep understanding and strongly generalizable execution for complex, multi-step household tasks. This allows robots to maintain more stable perception, planning, and execution capabilities in diverse and dynamically changing home environments, while also ensuring safe interaction and controllability.

Jon Butterworth

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