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2205.14485
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Noise-Aware Statistical Inference with Differentially Private Synthetic Data
28 May 2022
Ossi Raisa
Joonas Jälkö
Samuel Kaski
Antti Honkela
SyDa
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Papers citing
"Noise-Aware Statistical Inference with Differentially Private Synthetic Data"
10 / 10 papers shown
Title
Debiasing Synthetic Data Generated by Deep Generative Models
A. Decruyenaere
Heidelinde Dehaene
Paloma Rabaey
Christiaan Polet
Johan Decruyenaere
Thomas Demeester
S. Vansteelandt
AI4CE
31
0
0
06 Nov 2024
Noise-Aware Differentially Private Variational Inference
Talal Alrawajfeh
Joonas Jälkö
Antti Honkela
35
0
0
25 Oct 2024
Inference With Combining Rules From Multiple Differentially Private Synthetic Datasets
Leila Nombo
Anne-Sophie Charest
23
0
0
08 May 2024
Does Differentially Private Synthetic Data Lead to Synthetic Discoveries?
Ileana Montoya Perez
P. Movahedi
Valtteri Nieminen
A. Airola
T. Pahikkala
21
4
0
20 Mar 2024
A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets
Ossi Raisa
Antti Honkela
69
0
0
06 Feb 2024
Collaborative Learning From Distributed Data With Differentially Private Synthetic Twin Data
Lukas Prediger
Joonas Jälkö
Antti Honkela
Samuel Kaski
FedML
30
1
0
09 Aug 2023
On Consistent Bayesian Inference from Synthetic Data
Ossi Raisa
Joonas Jälkö
Antti Honkela
SyDa
26
2
0
26 May 2023
Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy
Lucas Rosenblatt
Bernease Herman
Anastasia Holovenko
Wonkwon Lee
Joshua R. Loftus
Elizabeth McKinnie
Taras Rumezhak
Andrii Stadnik
Bill Howe
Julia Stoyanovich
27
5
0
26 Aug 2022
Private Post-GAN Boosting
Marcel Neunhoeffer
Zhiwei Steven Wu
Cynthia Dwork
114
29
0
23 Jul 2020
Differentially Private Bayesian Inference for Exponential Families
G. Bernstein
Daniel Sheldon
33
48
0
06 Sep 2018
1