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Towards an Accountable and Reproducible Federated Learning: A FactSheets Approach



Nathalie Baracaldo , Ali Anwar , Mark Purcell , Ambrish Rawat , Mathieu Sinn , Bashar Altakrouri , Dian Balta , Mahdi Sellami , Peter Kuhn , Ulrich Schopp , Matthias Buchinger

* 16 pages, 4 figures, 2 tables 

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Certified Federated Adversarial Training



Giulio Zizzo , Ambrish Rawat , Mathieu Sinn , Sergio Maffeis , Chris Hankin

* First presented at the 1st NeurIPS Workshop on New Frontiers in Federated Learning (NFFL 2021) 

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Automated Robustness with Adversarial Training as a Post-Processing Step



Ambrish Rawat , Mathieu Sinn , Beat Buesser


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The Devil is in the GAN: Defending Deep Generative Models Against Backdoor Attacks



Ambrish Rawat , Killian Levacher , Mathieu Sinn

* 33 pages, 10 figures 

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FAT: Federated Adversarial Training



Giulio Zizzo , Ambrish Rawat , Mathieu Sinn , Beat Buesser

* NeurIPS 2020 Workshop on Scalability, Privacy, and Security in Federated Learning (SpicyFL) 

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



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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Exploring the Hyperparameter Landscape of Adversarial Robustness



Evelyn Duesterwald , Anupama Murthi , Ganesh Venkataraman , Mathieu Sinn , Deepak Vijaykeerthy

* Safe Machine Learning Workshop at ICLR (International Conference on Learning Representations), 2019 

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Adversarial Robustness Toolbox v0.3.0



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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Neural Feature Learning From Relational Database



Hoang Thanh Lam , Tran Ngoc Minh , Mathieu Sinn , Beat Buesser , Martin Wistuba


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Automated Image Data Preprocessing with Deep Reinforcement Learning



Tran Ngoc Minh , Mathieu Sinn , Hoang Thanh Lam , Martin Wistuba


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