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A robotics-oriented review of ADP for two representative platforms, namely robotic manipulators and Mobile Wheeled Robots, and compares studies employing typical ADP structures, approaches to robustness guarantees, hardware validation, and practical deployment limitations.
WAM-OPD, a deployment-consistent post-training recipe for a video-first WAM, is introduced and it is suggested that dense teacher supervision on student-induced histories is a promising post-training interface for video-first WAMs.
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