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Missingness Bias in Model Debugging



Saachi Jain , Hadi Salman , Eric Wong , Pengchuan Zhang , Vibhav Vineet , Sai Vemprala , Aleksander Madry

* Published at ICLR 2022 

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GHM Wavelet Transform for Deep Image Super Resolution



Ben Lowe , Hadi Salman , Justin Zhan

* 13 pages 

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Certified Patch Robustness via Smoothed Vision Transformers



Hadi Salman , Saachi Jain , Eric Wong , Aleksander Mądry


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CausalCity: Complex Simulations with Agency for Causal Discovery and Reasoning



Daniel McDuff , Yale Song , Jiyoung Lee , Vibhav Vineet , Sai Vemprala , Nicholas Gyde , Hadi Salman , Shuang Ma , Kwanghoon Sohn , Ashish Kapoor


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3DB: A Framework for Debugging Computer Vision Models



Guillaume Leclerc , Hadi Salman , Andrew Ilyas , Sai Vemprala , Logan Engstrom , Vibhav Vineet , Kai Xiao , Pengchuan Zhang , Shibani Santurkar , Greg Yang , Ashish Kapoor , Aleksander Madry


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Unadversarial Examples: Designing Objects for Robust Vision



Hadi Salman , Andrew Ilyas , Logan Engstrom , Sai Vemprala , Aleksander Madry , Ashish Kapoor


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Do Adversarially Robust ImageNet Models Transfer Better?



Hadi Salman , Andrew Ilyas , Logan Engstrom , Ashish Kapoor , Aleksander Madry


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Improved Image Wasserstein Attacks and Defenses



J. Edward Hu , Adith Swaminathan , Hadi Salman , Greg Yang

* Best paper award at ICLR Trustworthy ML Workshop 2020 

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Randomized Smoothing of All Shapes and Sizes



Greg Yang , Tony Duan , J. Edward Hu , Hadi Salman , Ilya Razenshteyn , Jerry Li

* 9 pages main text, 47 pages total 

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Black-box Smoothing: A Provable Defense for Pretrained Classifiers



Hadi Salman , Mingjie Sun , Greg Yang , Ashish Kapoor , J. Zico Kolter

* 8 pages main text; 26 pages total 

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