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Towards Trainable Saliency Maps in Medical Imaging



Mehak Aggarwal , Nishanth Arun , Sharut Gupta , Ashwin Vaswani , Bryan Chen , Matthew Li , Ken Chang , Jay Patel , Katherine Hoebel , Mishka Gidwani , Jayashree Kalpathy-Cramer , Praveer Singh

* Machine Learning for Health (ML4H) at NeurIPS 2020 - Extended Abstract 

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Robust Policies via Mid-Level Visual Representations: An Experimental Study in Manipulation and Navigation



Bryan Chen , Alexander Sax , Gene Lewis , Iro Armeni , Silvio Savarese , Amir Zamir , Jitendra Malik , Lerrel Pinto

* Extended version of CoRL 2020 camera ready. Supplementary released separately 

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Federated Learning for Breast Density Classification: A Real-World Implementation



Holger R. Roth , Ken Chang , Praveer Singh , Nir Neumark , Wenqi Li , Vikash Gupta , Sharut Gupta , Liangqiong Qu , Alvin Ihsani , Bernardo C. Bizzo , Yuhong Wen , Varun Buch , Meesam Shah , Felipe Kitamura , Matheus Mendonça , Vitor Lavor , Ahmed Harouni , Colin Compas , Jesse Tetreault , Prerna Dogra , Yan Cheng , Selnur Erdal , Richard White , Behrooz Hashemian , Thomas Schultz , Miao Zhang , Adam McCarthy , B. Min Yun , Elshaimaa Sharaf , Katharina V. Hoebel , Jay B. Patel , Bryan Chen , Sean Ko , Evan Leibovitz , Etta D. Pisano , Laura Coombs , Daguang Xu , Keith J. Dreyer , Ittai Dayan , Ram C. Naidu , Mona Flores , Daniel Rubin , Jayashree Kalpathy-Cramer

* Accepted at the 1st MICCAI Workshop on "Distributed And Collaborative Learning"; add citation to Fig. 1 & 2 and update Fig. 5 

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Assessing the (Un)Trustworthiness of Saliency Maps for Localizing Abnormalities in Medical Imaging



Nishanth Arun , Nathan Gaw , Praveer Singh , Ken Chang , Mehak Aggarwal , Bryan Chen , Katharina Hoebel , Sharut Gupta , Jay Patel , Mishka Gidwani , Julius Adebayo , Matthew D. Li , Jayashree Kalpathy-Cramer

* Submitted to Nature Machine Intelligence. First four authors contributed equally to this work 

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