2 papers
stat.ML2018
Towards Robust Deep Neural Networks
Timothy E. Wang, Yiming Gu, Dhagash Mehta +2
We investigate the topics of sensitivity and robustness in feedforward and convolutional neural networks. Combining energy landscape techniques developed in computational chemistry…
stat.ML2018
The Loss Surface of XOR Artificial Neural Networks
Dhagash Mehta, Xiaojun Zhao, Edgar A. Bernal +1
Training an artificial neural network involves an optimization process over the landscape defined by the cost (loss) as a function of the network parameters. We explore these lands…