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FAT: Federated Adversarial Training

Dec 03, 2020
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

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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Exploring the Hyperparameter Landscape of Adversarial Robustness

May 09, 2019
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

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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Neural Feature Learning From Relational Database

Jun 17, 2018
Hoang Thanh Lam, Tran Ngoc Minh, Mathieu Sinn, Beat Buesser, Martin Wistuba

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Automated Image Data Preprocessing with Deep Reinforcement Learning

Jun 15, 2018
Tran Ngoc Minh, Mathieu Sinn, Hoang Thanh Lam, Martin Wistuba

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Learning Correlation Space for Time Series

May 15, 2018
Han Qiu, Hoang Thanh Lam, Francesco Fusco, Mathieu Sinn

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Non-parametric estimation of Jensen-Shannon Divergence in Generative Adversarial Network training

Oct 15, 2017
Mathieu Sinn, Ambrish Rawat

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One button machine for automating feature engineering in relational databases

Jun 01, 2017
Hoang Thanh Lam, Johann-Michael Thiebaut, Mathieu Sinn, Bei Chen, Tiep Mai, Oznur Alkan

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Multi-task additive models with shared transfer functions based on dictionary learning

May 19, 2015
Alhussein Fawzi, Mathieu Sinn, Pascal Frossard

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Comparative Analysis of Probabilistic Models for Activity Recognition with an Instrumented Walker

Mar 15, 2012
Farheen Omar, Mathieu Sinn, Jakub Truszkowski, Pascal Poupart, James Tung, Allen Caine

* Appears in Proceedings of the Twenty-Sixth Conference on Uncertainty in Artificial Intelligence (UAI2010) 

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