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This paper studies the effective stability of nearly integrable Hamiltonian PDEs with asymptotically vanishing spectral gaps (). Under a unified high-low frequency decomposition, we construct a modified block clustering partition based on Bourgain’s ideas. By leveraging the vanishing of spectral gaps to suppress high-frequency resonant contributions, the overall non-resonance property is maintained under high-regularity weights. This framework is applied to space fractional and fully dispersive Whitham-Schrödinger equations, uniformly yielding explicit stability estimates in Gevrey, logarithmic ultra-differentiable, and Sobolev spaces.

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