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We prove sufficient conditions on a parameter sequence to determine optimal weights in inequalities for an integer power of the discrete Laplacian on the half-line. By a concrete choice of the parameter sequence, we obtain explicit optimal discrete Rellich () and Birman () weights. For , we rediscover the optimal Hardy weight of Keller-Pinchover-Pogorzelski. For , we improve upon the best known Rellich weights due to Gerhat-Krejčiřík-Štampach and Huang-Ye. For , our main result proves a conjecture by Gerhat-Krejčiřík-Štampach and improves the discrete analogue of the classical Birman weight due to Huang-Ye to the optimal.

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