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Learning Prediction Intervals for Model Performance


Dec 15, 2020
Benjamin Elder, Matthew Arnold, Anupama Murthi, Jiri Navratil

* 7+6 pages, 5 figures, AAAI 2021 

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Not Your Grandfathers Test Set: Reducing Labeling Effort for Testing


Jul 10, 2020
Begum Taskazan, Jiri Navratil, Matthew Arnold, Anupama Murthi, Ganesh Venkataraman, Benjamin Elder

* International Workshop on Challenges in Deploying and Monitoring Machine Learning Systems in Conjunction with ICML 2020 

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Towards Automating the AI Operations Lifecycle


Mar 28, 2020
Matthew Arnold, Jeffrey Boston, Michael Desmond, Evelyn Duesterwald, Benjamin Elder, Anupama Murthi, Jiri Navratil, Darrell Reimer


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Exploring the Hyperparameter Landscape of Adversarial Robustness


May 09, 2019
Evelyn Duesterwald, Anupama Murthi, Ganesh Venkataraman, Mathieu Sinn, Deepak Vijaykeerthy

* Safe Machine Learning Workshop at ICLR (International Conference on Learning Representations), 2019 

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