Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Prescriptive and Descriptive Approaches to Machine-Learning Transparency



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 

   Access Paper or Ask Questions

A Tour of Visualization Techniques for Computer Vision Datasets



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


   Access Paper or Ask Questions

Investigating sanity checks for saliency maps with image and text classification



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


   Access Paper or Ask Questions

Investigating Saturation Effects in Integrated Gradients



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

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

   Access Paper or Ask Questions

Mind the Pad -- CNNs can Develop Blind Spots



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 

   Access Paper or Ask Questions

Captum: A unified and generic model interpretability library for PyTorch



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


   Access Paper or Ask Questions

Visualizing Classification Structure in Deep Neural Networks



Bilal Alsallakh , Zhixin Yan , Shabnam Ghaffarzadegan , Zeng Dai , Liu Ren

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

   Access Paper or Ask Questions

Prediction Scores as a Window into Classifier Behavior



Medha Katehara , Emma Beauxis-Aussalet , Bilal Alsallakh

* Presented at NIPS 2017 Symposium on Interpretable Machine Learning 

   Access Paper or Ask Questions

Do Convolutional Neural Networks Learn Class Hierarchy?



Bilal Alsallakh , Amin Jourabloo , Mao Ye , Xiaoming Liu , Liu Ren

* IEEE Transactions on Visualization and Computer Graphics, Volume: 24, Issue: 1 (2018) 
* Video demo at https://vimeo.com/228263798 

   Access Paper or Ask Questions