Search Results - "Boardman, Jonathan"

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    Radically Simplifying Gated Recurrent Architectures Without Loss of Performance by Boardman, Jonathan W., Xie, Ying

    “…Long Short-Term Memory (LSTM) units are a family of Recurrent Neural Network (RNN) architectures that have proven incredibly effective at learning from…”
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    Conference Proceeding
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    Integrated Gradients is a Nonlinear Generalization of the Industry Standard Approach to Variable Attribution for Credit Risk Models by Boardman, Jonathan, Alam, Md Shafiul, Huang, Xiao, Xie, Ying

    “…In modern society, epistemic uncertainty limits trust in financial relationships, necessitating transparency and accountability mechanisms for both consumers…”
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    Conference Proceeding
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    Applications of Integrated Gradients in Credit Risk Modeling by Alam, Md Shafiul, Boardman, Jonathan, Huang, Xiao, Turner, Matthew

    “…Deep Learning models are often called 'Black Box' models because of the difficulty in providing logical, actionable explanations of their decisions…”
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    Conference Proceeding
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    Directional Pairwise Class Confusion Bias and Its Mitigation by Sayenju, Sudhashree, Aygun, Ramazan, Boardman, Jonathan, Don, Duleep Prasanna Rathgamage, Zhang, Yifan, Franks, Bill, Johnston, Sereres, Lee, George, Sullivan, Dan, Modgil, Girish

    “…Recent advances in Natural Language Processing have led to powerful and sophisticated models like BERT (Bidirectional Encoder Representations from…”
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    Conference Proceeding