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06/08/2023
Differential Privacy for Class-based Data: A Practical Gaussian Mechanism
In this paper, we present a notion of differential privacy (DP) for data...
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12/10/2021
Adaptive Differential Privacy Mechanism for Aggregated Mobility Dataset
Location data is collected from users continuously to acquire user mobil...
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11/27/2021
Learning from learning machines: a new generation of AI technology to meet the needs of science
We outline emerging opportunities and challenges to enhance the utility ...
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11/23/2021
Optimum Noise Mechanism for Differentially Private Queries in Discrete Finite Sets
In this paper, we provide an optimal additive noise mechanism for databa...
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11/15/2021
Colored Noise Mechanism for Differentially Private Clustering
The goal of this paper is to propose and analyze a differentially privat...
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10/25/2020
Performance Analysis of Scientific Computing Workloads on Trusted Execution Environments
Scientific computing sometimes involves computation on sensitive data. D...
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05/06/2020
Catch Me If You Can: Using Power Analysis to Identify HPC Activity
Monitoring users on large computing platforms such as high performance c...
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04/10/2019