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Researcher profile

William J. Murdoch

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. 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 …

  2. 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. …