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stat.ML2018
The Hidden Vulnerability of Distributed Learning in Byzantium
El Mahdi El Mhamdi, Rachid Guerraoui, Sébastien Rouault
While machine learning is going through an era of celebrated success, concerns have been raised about the vulnerability of its backbone: stochastic gradient descent (SGD). Recent a…
stat.ML2017
On The Robustness of a Neural Network
El Mahdi El Mhamdi, Rachid Guerraoui, Sebastien Rouault
With the development of neural networks based machine learning and their usage in mission critical applications, voices are rising against the \textit{black box} aspect of neural n…