This paper establishes a complete homogenization theory for the one-dimensional parabolic equation with long-range correlated random potential: where the random field has covariance decaying as with . Contrary to classical homogenization where rapid decorrelation leads to deterministic limits, the non-integrable covariance preserves macroscopic randomness. We prove that under the critical scaling , the solution converges in distribution to a stochastic limit described by a fractional Gaussian field with Hurst index : where is fractional Brownian motion and the integral is a Young integral. Our contributions include: (i) functional convergence of the integrated potential to fBm, (ii) quantitative convergence rates in Wasserstein distance , (iii) a central limit theorem for rescaled fluctuations with scaling , and (iv) superdiffusive transport . The results reveal a new homogenization mechanism driven by long-range dependence, connecting stochastic homogenization, fractional calculus, and anomalous diffusion theory.

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