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Best of both worlds: local and global explanations with human-understandable concepts

Jun 16, 2021
Jessica Schrouff, Sebastien Baur, Shaobo Hou, Diana Mincu, Eric Loreaux, Ralph Blanes, James Wexler, Alan Karthikesalingam, Been Kim

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Concept-based model explanations for Electronic Health Records

Dec 03, 2020
Sebastien Baur, Shaobo Hou, Eric Loreaux, Diana Mincu, Anne Mottram, Ivan Protsyuk, Nenad Tomasev, Martin G Seneviratne, Alan Karthikesanlingam, Jessica Schrouff

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Underspecification Presents Challenges for Credibility in Modern Machine Learning

Nov 06, 2020
Alexander D'Amour, Katherine Heller, Dan Moldovan, Ben Adlam, Babak Alipanahi, Alex Beutel, Christina Chen, Jonathan Deaton, Jacob Eisenstein, Matthew D. Hoffman, Farhad Hormozdiari, Neil Houlsby, Shaobo Hou, Ghassen Jerfel, Alan Karthikesalingam, Mario Lucic, Yian Ma, Cory McLean, Diana Mincu, Akinori Mitani, Andrea Montanari, Zachary Nado, Vivek Natarajan, Christopher Nielson, Thomas F. Osborne, Rajiv Raman, Kim Ramasamy, Rory Sayres, Jessica Schrouff, Martin Seneviratne, Shannon Sequeira, Harini Suresh, Victor Veitch, Max Vladymyrov, Xuezhi Wang, Kellie Webster, Steve Yadlowsky, Taedong Yun, Xiaohua Zhai, D. Sculley

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Inferring Javascript types using Graph Neural Networks

May 16, 2019
Jessica Schrouff, Kai Wohlfahrt, Bruno Marnette, Liam Atkinson

* Published at the Representation Learning on Graphs and Manifolds ICLR 2019 workshop (

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Interpreting weight maps in terms of cognitive or clinical neuroscience: nonsense?

Apr 30, 2018
Jessica Schrouff, Janaina Mourao-Miranda

* 2018 International Workshop on Pattern Recognition in Neuroimaging (PRNI), Singapore, Singapore, 2018, pp. 1-4 
* conference article 

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