Let be a Hermitian random matrix whose entries are independent, centred random variables with variances , where and . The variance is negligible if is bigger than the band width . For we prove that if then the eigenvectors of are delocalized and that an averaged version of exhibits a diffusive behaviour, where is the resolvent of . This improves the previous assumption $L \ll W^{1 + \frac{1}{4}}d \geq 2$, we obtain similar results that improve the corresponding by Erd\H{o}s et al. Our results hold for general variance profiles and distributions of the entries . The proof is considerably simpler and shorter than that by Erd\H{o}s et al. It relies on a detailed Fourier space analysis combined with isotropic estimates for the fluctuating error terms. It avoids the intricate fluctuation averaging machinery used by Erd\H{o}s and collaborators.

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