Nicholas Frosst

activity

20172020

most citedDistilling a Neural Network Into a Soft Decision Tree

266 citations · 619 across the 8 of their papers we have counts for

collaborators

Showing 2019Show all

2 papers · 1 filter

cs.LG2019★ 54 cited

Detecting and Diagnosing Adversarial Images with Class-Conditional Capsule Reconstructions

Yao Qin, Nicholas Frosst, Sara Sabour +3

Adversarial examples raise questions about whether neural network models are sensitive to the same visual features as humans. In this paper, we first detect adversarial examples or…

stat.ML2019★ 32 cited

Analyzing and Improving Representations with the Soft Nearest Neighbor Loss

Nicholas Frosst, Nicolas Papernot, Geoffrey Hinton

We explore and expand the $Soft Nearest Neighbor Loss$ to measure the $entanglement$ of class manifolds in representation space: i.e., how close pairs of points f…