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Training Subset Selection for Weak Supervision



Hunter Lang , Aravindan Vijayaraghavan , David Sontag


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Evaluating Robustness to Dataset Shift via Parametric Robustness Sets



Nikolaj Thams , Michael Oberst , David Sontag

* Equal Contribution by NT/MO, order determined by coin flip 

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Large Language Models are Zero-Shot Clinical Information Extractors



Monica Agrawal , Stefan Hegselmann , Hunter Lang , Yoon Kim , David Sontag


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Co-training Improves Prompt-based Learning for Large Language Models



Hunter Lang , Monica Agrawal , Yoon Kim , David Sontag

* 17 pages, 8 figures 

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Teaching Humans When To Defer to a Classifier via Examplars



Hussein Mozannar , Arvind Satyanarayan , David Sontag


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Leveraging Time Irreversibility with Order-Contrastive Pre-training



Monica Agrawal , Hunter Lang , Michael Offin , Lior Gazit , David Sontag


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Using Time-Series Privileged Information for Provably Efficient Learning of Prediction Models



Rickard Karlsson , Martin Willbo , Zeshan Hussain , Rahul G. Krishnan , David Sontag , Fredrik D. Johansson


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Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance



Justin Lim , Christina X Ji , Michael Oberst , Saul Blecker , Leora Horwitz , David Sontag

* To appear in NeurIPS 2021 

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CLIP: A Dataset for Extracting Action Items for Physicians from Hospital Discharge Notes



James Mullenbach , Yada Pruksachatkun , Sean Adler , Jennifer Seale , Jordan Swartz , T. Greg McKelvey , Hui Dai , Yi Yang , David Sontag

* ACL 2021 

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Regularizing towards Causal Invariance: Linear Models with Proxies



Michael Oberst , Nikolaj Thams , Jonas Peters , David Sontag


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