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In , we prove that restriction estimates associated with smooth surfaces with negative Gaussian curvature hold for all and . Building on Demeter–Wu’s work for the model hyperbolic paraboloid, we introduce a geometric propagation principle for good lines, which controls the degenerate directions arising from straight-line segments on the surface. This overcomes a key difficulty in the general case, where such directions may vary with the geometry rather than being fixed by the coordinate axes.

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