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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…
stat.ML2017★ 34 cited
When Neurons Fail
El Mahdi El Mhamdi, Rachid Guerraoui
We view a neural network as a distributed system of which neurons can fail independently, and we evaluate its robustness in the absence of any (recovery) learning phase. We give ti…