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Faster Differentially Private Samplers via Rényi Divergence Analysis of Discretized Langevin MCMC

Arun Ganesh, Kunal Talwar. Faster Differentially Private Samplers via Rényi Divergence Analysis of Discretized Langevin MCMC. In Hugo Larochelle, Marc'Aurelio Ranzato, Raia Hadsell, Maria-Florina Balcan, Hsuan-Tien Lin, editors, Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual. 2020. [doi]

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