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Data Poisoning Attacks Against Federated Learning Systems

Aug 11, 2020
Vale Tolpegin, Stacey Truex, Mehmet Emre Gursoy, Ling Liu


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Understanding Object Detection Through An Adversarial Lens

Jul 11, 2020
Ka-Ho Chow, Ling Liu, Mehmet Emre Gursoy, Stacey Truex, Wenqi Wei, Yanzhao Wu


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LDP-Fed: Federated Learning with Local Differential Privacy

Jun 05, 2020
Stacey Truex, Ling Liu, Ka-Ho Chow, Mehmet Emre Gursoy, Wenqi Wei


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A Framework for Evaluating Gradient Leakage Attacks in Federated Learning

Apr 23, 2020
Wenqi Wei, Ling Liu, Margaret Loper, Ka-Ho Chow, Mehmet Emre Gursoy, Stacey Truex, Yanzhao Wu


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TOG: Targeted Adversarial Objectness Gradient Attacks on Real-time Object Detection Systems

Apr 09, 2020
Ka-Ho Chow, Ling Liu, Mehmet Emre Gursoy, Stacey Truex, Wenqi Wei, Yanzhao Wu


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TiFL: A Tier-based Federated Learning System

Jan 25, 2020
Zheng Chai, Ahsan Ali, Syed Zawad, Stacey Truex, Ali Anwar, Nathalie Baracaldo, Yi Zhou, Heiko Ludwig, Feng Yan, Yue Cheng


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Effects of Differential Privacy and Data Skewness on Membership Inference Vulnerability

Nov 21, 2019
Stacey Truex, Ling Liu, Mehmet Emre Gursoy, Wenqi Wei, Lei Yu


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Cross-Layer Strategic Ensemble Defense Against Adversarial Examples

Oct 01, 2019
Wenqi Wei, Ling Liu, Margaret Loper, Ka-Ho Chow, Emre Gursoy, Stacey Truex, Yanzhao Wu

* To appear in IEEE ICNC 2020 

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Deep Neural Network Ensembles against Deception: Ensemble Diversity, Accuracy and Robustness

Aug 29, 2019
Ling Liu, Wenqi Wei, Ka-Ho Chow, Margaret Loper, Emre Gursoy, Stacey Truex, Yanzhao Wu

* To appear in IEEE MASS 2019 

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Differentially Private Model Publishing for Deep Learning

May 05, 2019
Lei Yu, Ling Liu, Calton Pu, Mehmet Emre Gursoy, Stacey Truex

* Proceedings of the 40th IEEE Symposium on Security and Privacy (Oakland), 2019 

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A Hybrid Approach to Privacy-Preserving Federated Learning

Dec 07, 2018
Stacey Truex, Nathalie Baracaldo, Ali Anwar, Thomas Steinke, Heiko Ludwig, Rui Zhang


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Adversarial Examples in Deep Learning: Characterization and Divergence

Oct 29, 2018
Wenqi Wei, Ling Liu, Stacey Truex, Lei Yu, Mehmet Emre Gursoy, Yanzhao Wu


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