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Prescriptive and Descriptive Approaches to Machine-Learning Transparency


Apr 27, 2022
David Adkins, Bilal Alsallakh, Adeel Cheema, Narine Kokhlikyan, Emily McReynolds, Pushkar Mishra, Chavez Procope, Jeremy Sawruk, Erin Wang, Polina Zvyagina

* ACM CHI Conference on Human Factors in Computing Systems 2022 

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A Tour of Visualization Techniques for Computer Vision Datasets


Apr 19, 2022
Bilal Alsallakh, Pamela Bhattacharya, Vanessa Feng, Narine Kokhlikyan, Orion Reblitz-Richardson, Rahul Rajan, David Yan


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Investigating sanity checks for saliency maps with image and text classification


Jun 08, 2021
Narine Kokhlikyan, Vivek Miglani, Bilal Alsallakh, Miguel Martin, Orion Reblitz-Richardson


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Fine-grained Interpretation and Causation Analysis in Deep NLP Models


May 29, 2021
Hassan Sajjad, Narine Kokhlikyan, Fahim Dalvi, Nadir Durrani

* Accepted at NAACL Tutorial 

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Investigating Saturation Effects in Integrated Gradients


Oct 23, 2020
Vivek Miglani, Narine Kokhlikyan, Bilal Alsallakh, Miguel Martin, Orion Reblitz-Richardson

* Presented at ICML Workshop on Human Interpretability in Machine Learning (WHI 2020) 

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Mind the Pad -- CNNs can Develop Blind Spots


Oct 05, 2020
Bilal Alsallakh, Narine Kokhlikyan, Vivek Miglani, Jun Yuan, Orion Reblitz-Richardson

* Appendix E available at https://drive.google.com/file/d/1bIvRQJIBwJbKTfpg0hNaFX2ThuuDO8PU/view?usp=sharing 

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Captum: A unified and generic model interpretability library for PyTorch


Sep 16, 2020
Narine Kokhlikyan, Vivek Miglani, Miguel Martin, Edward Wang, Bilal Alsallakh, Jonathan Reynolds, Alexander Melnikov, Natalia Kliushkina, Carlos Araya, Siqi Yan, Orion Reblitz-Richardson


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