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This project implements the methods described in the paper: Morgane Ayle, Jan Schurchardt, Lukas Gosch, Daniel Zügner, Stephan Günnemann, "Training Differentially Private Graph Neural Networks with Random Walk Sampling", arXiv:2301.00738.