Understanding neural networks through representation erasure

J Li, W Monroe, D Jurafsky - arXiv preprint arXiv:1612.08220, 2016 - arxiv.org
While neural networks have been successfully applied to many natural language processing
tasks, they come at the cost of interpretability. In this paper, we propose a general …

[PDF][PDF] Modeling language vagueness in privacy policies using deep neural networks

F Liu, NL Fella, K Liao - 2016 AAAI Fall Symposium Series, 2016 - cdn.aaai.org
Website privacy policies are too long to read and difficult to understand. The over-
sophisticated language undermines the effectiveness of privacy notices. People become …

[PDF][PDF] Genome Dreaming

A Maheshwari, B Wu, OH Elibol - oww-files-public.s3.amazonaws.com
We investigate and build the framework required to generate or “dream” of genomes that
encode novel organisms. Importantly, we find that developing methods to validate the …

[引用][C] Towards better understanding of deep learning with visualization

H Zeng - The Hong Kong University of Science and Technology, 2016