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Antti Honkela

University of Helsinki

Understanding Practical Membership Privacy of Deep Learning

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Feb 07, 2024
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A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets

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Feb 06, 2024
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Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation

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Feb 06, 2024
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Privacy-Aware Document Visual Question Answering

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Dec 15, 2023
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Collaborative Learning From Distributed Data With Differentially Private Synthetic Twin Data

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Aug 09, 2023
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On the Efficacy of Differentially Private Few-shot Image Classification

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Feb 02, 2023
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DPVIm: Differentially Private Variational Inference Improved

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Oct 28, 2022
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Individual Privacy Accounting with Gaussian Differential Privacy

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Sep 30, 2022
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Differentially private partitioned variational inference

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Sep 23, 2022
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Noise-Aware Statistical Inference with Differentially Private Synthetic Data

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May 28, 2022
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