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# STAR-OV

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  1. Cybersecurity

    Satellite models get three access tiers, not one: under 0.0005% of weights changed

    Model protection for on-orbit inference no longer has to be all-or-nothing. STAR-OV applies a two-stage reversible perturbation in parameter space, degrading a model from original accuracy to a medium-accuracy state and then to near-random guessing, while the recorded perturbations form hierarchical keys that restore different performance levels by authorization tier. A latent watermark embedded after recovery stays inactive during normal inference and produces verifiable trigger responses once activated. Across four public datasets, the fully encrypted state drops to roughly 10% to 13.97% accuracy while only 10⁻³% to 10⁻²% of parameters are modified.

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