Search Results for author: Valentina E. Balas

Found 3 papers, 1 papers with code

Fault Tolerance of Neural Networks in Adversarial Settings

no code implementations30 Oct 2019 Vasisht Duddu, N. Rajesh Pillai, D. Vijay Rao, Valentina E. Balas

Specifically, this work studies the impact of the fault tolerance of the Neural Network on training the model by adding noise to the input (Adversarial Robustness) and noise to the gradients (Differential Privacy).

Adversarial Robustness Fairness

Towards Enhancing Fault Tolerance in Neural Networks

1 code implementation6 Jul 2019 Vasisht Duddu, D. Vijay Rao, Valentina E. Balas

In the view of difference in functionality, a Neural Network is modelled as two separate networks, i. e, the Feature Extractor with unsupervised learning objective and the Classifier with a supervised learning objective.

Benchmarking

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