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Privacy-Preserving Machine Learning: Methods, Challenges and Directions

Aug 10, 2021
Runhua Xu, Nathalie Baracaldo, James Joshi

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LEGATO: A LayerwisE Gradient AggregaTiOn Algorithm for Mitigating Byzantine Attacks in Federated Learning

Jul 26, 2021
Kamala Varma, Yi Zhou, Nathalie Baracaldo, Ali Anwar

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FedV: Privacy-Preserving Federated Learning over Vertically Partitioned Data

Mar 05, 2021
Runhua Xu, Nathalie Baracaldo, Yi Zhou, Ali Anwar, James Joshi, Heiko Ludwig

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Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning

Feb 01, 2021
Syed Zawad, Ahsan Ali, Pin-Yu Chen, Ali Anwar, Yi Zhou, Nathalie Baracaldo, Yuan Tian, Feng Yan

* Accepted in AAAI 2021 

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Adaptive Histogram-Based Gradient Boosted Trees for Federated Learning

Dec 11, 2020
Yuya Jeremy Ong, Yi Zhou, Nathalie Baracaldo, Heiko Ludwig

* 11 pages with 1 figure 

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Mitigating Bias in Federated Learning

Dec 04, 2020
Annie Abay, Yi Zhou, Nathalie Baracaldo, Shashank Rajamoni, Ebube Chuba, Heiko Ludwig

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IBM Federated Learning: an Enterprise Framework White Paper V0.1

Jul 22, 2020
Heiko Ludwig, Nathalie Baracaldo, Gegi Thomas, Yi Zhou, Ali Anwar, Shashank Rajamoni, Yuya Ong, Jayaram Radhakrishnan, Ashish Verma, Mathieu Sinn, Mark Purcell, Ambrish Rawat, Tran Minh, Naoise Holohan, Supriyo Chakraborty, Shalisha Whitherspoon, Dean Steuer, Laura Wynter, Hifaz Hassan, Sean Laguna, Mikhail Yurochkin, Mayank Agarwal, Ebube Chuba, Annie Abay

* 17 pages 

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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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HybridAlpha: An Efficient Approach for Privacy-Preserving Federated Learning

Dec 12, 2019
Runhua Xu, Nathalie Baracaldo, Yi Zhou, Ali Anwar, Heiko Ludwig

* 12 pages, AISec 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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Detecting Backdoor Attacks on Deep Neural Networks by Activation Clustering

Nov 09, 2018
Bryant Chen, Wilka Carvalho, Nathalie Baracaldo, Heiko Ludwig, Benjamin Edwards, Taesung Lee, Ian Molloy, Biplav Srivastava

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Adversarial Robustness Toolbox v0.3.0

Aug 08, 2018
Maria-Irina Nicolae, Mathieu Sinn, Minh Ngoc Tran, Ambrish Rawat, Martin Wistuba, Valentina Zantedeschi, Nathalie Baracaldo, Bryant Chen, Heiko Ludwig, Ian M. Molloy, Ben Edwards

* 33 pages 

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