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Antti Honkela

University of Helsinki

DPVIm: Differentially Private Variational Inference Improved


Oct 28, 2022
Joonas Jälkö, Lukas Prediger, Antti Honkela, Samuel Kaski

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Individual Privacy Accounting with Gaussian Differential Privacy


Sep 30, 2022
Antti Koskela, Marlon Tobaben, Antti Honkela

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* 27 pages, 10 figures 

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Differentially private partitioned variational inference


Sep 23, 2022
Mikko A. Heikkilä, Matthew Ashman, Siddharth Swaroop, Richard E. Turner, Antti Honkela

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* 30 pages, 4 figures 

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Noise-Aware Statistical Inference with Differentially Private Synthetic Data


May 28, 2022
Ossi Räisä, Joonas Jälkö, Samuel Kaski, Antti Honkela

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* 20 pages, 8 figures 

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Locally Differentially Private Bayesian Inference


Oct 27, 2021
Tejas Kulkarni, Joonas Jälkö, Samuel Kaski, Antti Honkela

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Tight Accounting in the Shuffle Model of Differential Privacy


Jun 01, 2021
Antti Koskela, Mikko A. Heikkilä, Antti Honkela

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* 24 pages, 10 figures 

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Gaussian Processes with Differential Privacy


Jun 01, 2021
Antti Honkela

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d3p -- A Python Package for Differentially-Private Probabilistic Programming


Mar 22, 2021
Lukas Prediger, Niki Loppi, Samuel Kaski, Antti Honkela

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Computing Differential Privacy Guarantees for Heterogeneous Compositions Using FFT


Feb 24, 2021
Antti Koskela, Antti Honkela

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* 32 pages, 2 figures. arXiv admin note: text overlap with arXiv:2006.07134 

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Differentially Private Bayesian Inference for Generalized Linear Models


Nov 09, 2020
Tejas Kulkarni, Joonas Jälkö, Antti Koskela, Samuel Kaski, Antti Honkela

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