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Policy Optimization with Sparse Global Contrastive Explanations


Jul 13, 2022
Jiayu Yao, Sonali Parbhoo, Weiwei Pan, Finale Doshi-Velez

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* Accepted at IMLH Workshop, ICML 2022 

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Generalizing Off-Policy Evaluation From a Causal Perspective For Sequential Decision-Making


Jan 20, 2022
Sonali Parbhoo, Shalmali Joshi, Finale Doshi-Velez

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Learning Conditional Invariance through Cycle Consistency


Nov 25, 2021
Maxim Samarin, Vitali Nesterov, Mario Wieser, Aleksander Wieczorek, Sonali Parbhoo, Volker Roth

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* 16 pages, 3 figures, published at the DAGM German Conference on Pattern Recognition, Sep. 28 - Oct. 1, 2021 

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On Learning Prediction-Focused Mixtures


Oct 27, 2021
Abhishek Sharma, Catherine Zeng, Sanjana Narayanan, Sonali Parbhoo, Finale Doshi-Velez

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Learning Predictive and Interpretable Timeseries Summaries from ICU Data


Sep 22, 2021
Nari Johnson, Sonali Parbhoo, Andrew Slavin Ross, Finale Doshi-Velez

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* 10 pages, 3 figures, AMIA 2021 Annual Symposium 

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Pre-emptive learning-to-defer for sequential medical decision-making under uncertainty


Sep 13, 2021
Shalmali Joshi, Sonali Parbhoo, Finale Doshi-Velez

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NCoRE: Neural Counterfactual Representation Learning for Combinations of Treatments


Mar 20, 2021
Sonali Parbhoo, Stefan Bauer, Patrick Schwab

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Preferential Mixture-of-Experts: Interpretable Models that Rely on Human Expertise as much as Possible


Jan 13, 2021
Melanie F. Pradier, Javier Zazo, Sonali Parbhoo, Roy H. Perlis, Maurizio Zazzi, Finale Doshi-Velez

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* 10 pages, 5 figures, 4 tables, AMIA 2021 Virtual Informatics Summit 

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Real-time Prediction of COVID-19 related Mortality using Electronic Health Records


Aug 31, 2020
Patrick Schwab, Arash Mehrjou, Sonali Parbhoo, Leo Anthony Celi, Jürgen Hetzel, Markus Hofer, Bernhard Schölkopf, Stefan Bauer

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Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions


Feb 14, 2020
Omer Gottesman, Joseph Futoma, Yao Liu, Sonali Parbhoo, Leo Anthony Celi, Emma Brunskill, Finale Doshi-Velez

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* Change: Correction of typo in meta-data author names 

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