Researcher profile
William J. Murdoch
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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Automatic Rule Extraction from Long Short Term Memory Networks
2017 · arXiv (Cornell University)
Although deep learning models have proven effective at solving problems in natural language processing, the mechanism by which they come to their conclusions is often unclear. As a result, these models are generally treated as …
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Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs
2018 · arXiv (Cornell University)
The driving force behind the recent success of LSTMs has been their ability to learn complex and non-linear relationships. Consequently, our inability to describe these relationships has led to LSTMs being characterized as black boxes. …