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Boosting the interpretability of clinical risk scores with intervention predictions


Jul 06, 2022
Eric Loreaux, Ke Yu, Jonas Kemp, Martin Seneviratne, Christina Chen, Subhrajit Roy, Ivan Protsyuk, Natalie Harris, Alexander D'Amour, Steve Yadlowsky, Ming-Jun Chen

* Accepted by DSHealth on KDD 2022 

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Calibration Error for Heterogeneous Treatment Effects


Mar 24, 2022
Yizhe Xu, Steve Yadlowsky

* Accepted to AISTATS 2022. This version includes link to code that was omitted from AISTATS camera ready 

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Evaluating Treatment Prioritization Rules via Rank-Weighted Average Treatment Effects


Nov 15, 2021
Steve Yadlowsky, Scott Fleming, Nigam Shah, Emma Brunskill, Stefan Wager


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The MultiBERTs: BERT Reproductions for Robustness Analysis


Jun 30, 2021
Thibault Sellam, Steve Yadlowsky, Jason Wei, Naomi Saphra, Alexander D'Amour, Tal Linzen, Jasmijn Bastings, Iulia Turc, Jacob Eisenstein, Dipanjan Das, Ian Tenney, Ellie Pavlick

* Checkpoints and example analyses: http://goo.gle/multiberts 

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Counterfactual Invariance to Spurious Correlations: Why and How to Pass Stress Tests


Jun 02, 2021
Victor Veitch, Alexander D'Amour, Steve Yadlowsky, Jacob Eisenstein


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SLOE: A Faster Method for Statistical Inference in High-Dimensional Logistic Regression


Mar 23, 2021
Steve Yadlowsky, Taedong Yun, Cory McLean, Alexander D'Amour


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Deep Cox Mixtures for Survival Regression


Jan 16, 2021
Chirag Nagpal, Steve Yadlowsky, Negar Rostamzadeh, Katherine Heller

* NeurIPS Machine Learning for Health Workshop (ML4H) 2020 

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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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Off-policy Policy Evaluation For Sequential Decisions Under Unobserved Confounding


Mar 12, 2020
Hongseok Namkoong, Ramtin Keramati, Steve Yadlowsky, Emma Brunskill


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