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02/04/2023
AUTOLYCUS: Exploiting Explainable AI (XAI) for Model Extraction Attacks against Decision Tree Models
Model extraction attack is one of the most prominent adversarial techniq...
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12/24/2022
zkFaith: Soonami's Zero-Knowledge Identity Protocol
Individuals are encouraged to prove their eligibility to access specific...
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10/04/2022
Privacy-Preserving Link Prediction
Consider two data holders, ABC and XYZ, with graph data (e.g., social ne...
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09/13/2022
Differentially Private Genomic Data Release For GWAS Reproducibility
With the rapid development of technology in genome-related fields, resea...
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04/10/2022
Differentially Private Fingerprinting for Location Trajectories
Location-based services have brought significant convenience to people i...
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04/04/2022
Robust Fingerprinting of Genomic Databases
Database fingerprinting has been widely used to discourage unauthorized ...
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03/23/2022
ShareTrace: Contact Tracing with Asynchronous, Parallel Message Passing on a Temporal Graph
Proximity-based contact tracing relies on user device interaction to est...
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03/10/2022
Facilitating Federated Genomic Data Analysis by Identifying Record Correlations while Ensuring Privacy
With the reduction of sequencing costs and the pervasiveness of computin...
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12/30/2021
GenShare: Sharing Accurate Differentially-Private Statistics for Genomic Datasets with Dependent Tuples
Motivation: Cutting the cost of DNA sequencing technology led to a quant...
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09/06/2021
Differentially-Private Fingerprinting of Relational Databases
When sharing sensitive databases with other parties, a database owner ai...
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08/14/2021
Privacy-Preserving Identification of Target Patients from Outsourced Patient Data
With the increasing affordability and availability of patient data, hosp...
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06/09/2021
Near-Optimal Privacy-Utility Tradeoff in Genomic Studies Using Selective SNP Hiding
Motivation: Researchers need a rich trove of genomic datasets that they ...
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03/11/2021
The Curse of Correlations for Robust Fingerprinting of Relational Databases
Database fingerprinting schemes have been widely adopted to prevent unau...
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02/15/2021
Genomic Data Sharing under Dependent Local Differential Privacy
Privacy-preserving genomic data sharing is prominent to increase the pac...
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01/21/2021
Privacy-Preserving and Efficient Verification of the Outcome in Genome-Wide Association Studies
Providing provenance in scientific workflows is essential for reproducib...
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09/07/2020
Efficient Quantification of Profile Matching Risk in Social Networks
Anonymous data sharing has been becoming more challenging in today's int...
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08/20/2020
Profile Matching Across Online Social Networks
In this work, we study the privacy risk due to profile matching across o...
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03/29/2020
Tracking and Controlling the Spread of a Virus in a Privacy-Preserving Way
Today, tracking and controlling the spread of a virus is a crucial need ...
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01/27/2020
Collusion-Resilient Probabilistic Fingerprinting Scheme for Correlated Data
In order to receive personalized services, individuals share their perso...
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01/24/2020
Genome Reconstruction Attacks Against Genomic Data-Sharing Beacons
Sharing genome data in a privacy-preserving way stands as a major bottle...
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12/04/2019
Privacy-Preserving Search for a Similar Genomic Makeup in the Cloud
In this paper, we attempt to provide a privacy-preserving and efficient ...
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08/27/2019
Key Protected Classification for Collaborative Learning
Large-scale datasets play a fundamental role in training deep learning m...
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07/01/2019
One-Time Programs made Practical
A one-time program (OTP) works as follows: Alice provides Bob with the i...
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01/06/2018
Privacy-Preserving Aggregate Queries for Optimal Location Selection
Today, vast amounts of location data are collected by various service pr...
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11/06/2017
