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A tour of reinforcement learning: The view from continuous control

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2026 1

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A Nonasymptotic Theory of Gain-Dependent Error Dynamics in Behavior Cloning

cs.RO · 2026-04-15 · unverdicted · novelty 7.0 · 2 refs

Nonasymptotic analysis shows sub-Gaussian action errors in behavior cloning propagate through gain-dependent closed-loop dynamics to produce sub-Gaussian position errors whose tail is governed by a proxy matrix and amplification index that depends on controller stiffness and damping.

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  • A Nonasymptotic Theory of Gain-Dependent Error Dynamics in Behavior Cloning cs.RO · 2026-04-15 · unverdicted · none · ref 11 · 2 links

    Nonasymptotic analysis shows sub-Gaussian action errors in behavior cloning propagate through gain-dependent closed-loop dynamics to produce sub-Gaussian position errors whose tail is governed by a proxy matrix and amplification index that depends on controller stiffness and damping.