Vincent François-Lavet

Handling Black Swan Events in Deep Learning with Diversely Extrapolated Neural Networks

By virtue of their expressive power, neural networks (NNs) are well suited to fitting large, complex datasets, yet they are also known to produce similar predictions for points outside the training distribution. As such, they are, like humans, under the influence of the Black Swan theory: models…