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Interpretable Mixture of Experts for Structured Data


Jun 05, 2022
Aya Abdelsalam Ismail, Sercan Ö. Arik, Jinsung Yoon, Ankur Taly, Soheil Feizi, Tomas Pfister

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Improving Deep Learning Interpretability by Saliency Guided Training


Nov 29, 2021
Aya Abdelsalam Ismail, Héctor Corrada Bravo, Soheil Feizi

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* Thirty-fifth Conference on Neural Information Processing Systems 2021 

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Improving Multimodal Accuracy Through Modality Pre-training and Attention


Nov 11, 2020
Aya Abdelsalam Ismail, Mahmudul Hasan, Faisal Ishtiaq

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Benchmarking Deep Learning Interpretability in Time Series Predictions


Oct 26, 2020
Aya Abdelsalam Ismail, Mohamed Gunady, Héctor Corrada Bravo, Soheil Feizi

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* NeurIPS 2020 

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Input-Cell Attention Reduces Vanishing Saliency of Recurrent Neural Networks


Oct 27, 2019
Aya Abdelsalam Ismail, Mohamed Gunady, Luiz Pessoa, Héctor Corrada Bravo, Soheil Feizi

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* Neurips 2019 

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Improving Long-Horizon Forecasts with Expectation-Biased LSTM Networks


Apr 18, 2018
Aya Abdelsalam Ismail, Timothy Wood, Héctor Corrada Bravo

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