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Evaluating Model Robustness to Dataset Shift


Oct 28, 2020
Adarsh Subbaswamy, Roy Adams, Suchi Saria


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I-SPEC: An End-to-End Framework for Learning Transportable, Shift-Stable Models


Feb 20, 2020
Adarsh Subbaswamy, Suchi Saria


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The Hierarchy of Stable Distributions and Operators to Trade Off Stability and Performance


May 28, 2019
Adarsh Subbaswamy, Bryant Chen, Suchi Saria


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Tutorial: Safe and Reliable Machine Learning


Apr 15, 2019
Suchi Saria, Adarsh Subbaswamy

* Overview of the "Safe and Reliable Machine Learning" tutorial given at the 2019 ACM Conference on Fairness, Accountability, and Transparency (FAT* 2019) 

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Learning Predictive Models That Transport


Dec 11, 2018
Adarsh Subbaswamy, Peter Schulam, Suchi Saria

* Presented at the Causal Learning Workshop at NeurIPS 2018 

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Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms


Aug 09, 2018
Adarsh Subbaswamy, Suchi Saria

* Proceedings of the 34th Conference on Uncertainty in Artificial Intelligence (UAI), 2018. Revised from print version 

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Treatment-Response Models for Counterfactual Reasoning with Continuous-time, Continuous-valued Interventions


Nov 05, 2017
Hossein Soleimani, Adarsh Subbaswamy, Suchi Saria

* In Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence (UAI-2017), Sydney, Australia, August 2017. The first two authors contributed equally to this work 

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