We introduce a novel approach linking fractal geometry to partially hyperbolic dynamics, revealing several new phenomena related to regularity jumps and rigidity. One key result demonstrates a sharp phase transition for partially hyperbolic diffeomorphisms with a contracting center direction: is -rigid if and only if both and exhibit Hölder exponents exceeding the expected threshold. Specifically, we prove: If the Hölder exponent of exceeds the expected value, then is and is jointly integrable. If the Hölder exponent of exceeds the expected value, then forms a foliation. If (or ) does not exhibit excessive Hölder regularity, it must have a fractal graph. These and related results originate from a general non-fractal invariance principle: for a skew product over a partially hyperbolic system , if expands fibers more weakly than along in the base, then for any -invariant section, if has no a fractal graph, then it is smooth along and holonomy-invariant. Motivated by these findings, we propose a new conjecture on the stable fractal or stable smooth behavior of invariant distributions in typical partially hyperbolic diffeomorphisms.

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