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We prove optimal convergence rates for eigenvalues and eigenvectors of thegraph Laplacian on Poisson point clouds. Our results are valid down to thecritical percolation threshold, yielding error estimates for relatively sparsegraphs.

Optimal convergence rates for the spectrum of the graph Laplacian on Poisson point clouds