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Zachary C. Lipton
Evaluating Explanations: How much do explanations from the teacher aid students?

Dec 01, 2020
Danish Pruthi, Bhuwan Dhingra, Livio Baldini Soares, Michael Collins, Zachary C. Lipton, Graham Neubig, William W. Cohen

* Preprint 
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Decoding and Diversity in Machine Translation

Nov 26, 2020
Nicholas Roberts, Davis Liang, Graham Neubig, Zachary C. Lipton

* Presented at the Resistance AI Workshop, 34th Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver, Canada 
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Rebounding Bandits for Modeling Satiation Effects

Nov 13, 2020
Liu Leqi, Fatma Kilinc-Karzan, Zachary C. Lipton, Alan L. Montgomery


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Fair Machine Learning Under Partial Compliance

Nov 10, 2020
Jessica Dai, Sina Fazelpour, Zachary C. Lipton

* Presented at the NeurIPS 2020 Workshop on Consequential Decision Making in Dynamic Environments and the NeurIPS 2020 Workshop on ML for Economic Policy 
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Weakly- and Semi-supervised Evidence Extraction

Nov 03, 2020
Danish Pruthi, Bhuwan Dhingra, Graham Neubig, Zachary C. Lipton

* Accepted to the Findings of EMNLP 2020, to be presented at BlackBoxNLP 
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Unsupervised Data Augmentation with Naive Augmentation and without Unlabeled Data

Oct 22, 2020
David Lowell, Brian E. Howard, Zachary C. Lipton, Byron C. Wallace


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On Negative Interference in Multilingual Models: Findings and A Meta-Learning Treatment

Oct 06, 2020
Zirui Wang, Zachary C. Lipton, Yulia Tsvetkov

* Published as a main conference paper at EMNLP 2020 
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Explaining The Efficacy of Counterfactually-Augmented Data

Oct 06, 2020
Divyansh Kaushik, Amrith Setlur, Eduard Hovy, Zachary C. Lipton


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Uncertainty-Aware Lookahead Factor Models for Quantitative Investing

Jul 15, 2020
Lakshay Chauhan, John Alberg, Zachary C. Lipton


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Extracting Structured Data from Physician-Patient Conversations By Predicting Noteworthy Utterances

Jul 14, 2020
Kundan Krishna, Amy Pavel, Benjamin Schloss, Jeffrey P. Bigham, Zachary C. Lipton


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Predicting Mortality Risk in Viral and Unspecified Pneumonia to Assist Clinicians with COVID-19 ECMO Planning

Jun 02, 2020
Helen Zhou, Cheng Cheng, Zachary C. Lipton, George H. Chen, Jeremy C. Weiss


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Generating SOAP Notes from Doctor-Patient Conversations

May 04, 2020
Kundan Krishna, Sopan Khosla, Jeffrey P. Bigham, Zachary C. Lipton


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Estimating Treatment Effects with Observed Confounders and Mediators

Mar 26, 2020
Shantanu Gupta, Zachary C. Lipton, David Childers


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A Unified View of Label Shift Estimation

Mar 17, 2020
Saurabh Garg, Yifan Wu, Sivaraman Balakrishnan, Zachary C. Lipton

* Pre-print 
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Causal Inference With Selectively-Deconfounded Data

Feb 25, 2020
Kyra Gan, Andrew A. Li, Zachary C. Lipton, Sridhar Tayur


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Algorithmic Fairness from a Non-ideal Perspective

Jan 08, 2020
Sina Fazelpour, Zachary C. Lipton

* Accepted for publication at the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (AIES) 2020 
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Game Design for Eliciting Distinguishable Behavior

Dec 12, 2019
Fan Yang, Liu Leqi, Yifan Wu, Zachary C. Lipton, Pradeep Ravikumar, William W. Cohen, Tom Mitchell

* 33rd Conference on Neural Information Processing Systems (NeurIPS 2019) 
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Are Perceptually-Aligned Gradients a General Property of Robust Classifiers?

Oct 23, 2019
Simran Kaur, Jeremy Cohen, Zachary C. Lipton

* To appear in the "Science Meets Engineering of Deep Learning" Workshop at NeurIPS 2019 
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Accelerating Deep Learning by Focusing on the Biggest Losers

Oct 02, 2019
Angela H. Jiang, Daniel L. -K. Wong, Giulio Zhou, David G. Andersen, Jeffrey Dean, Gregory R. Ganger, Gauri Joshi, Michael Kaminksy, Michael Kozuch, Zachary C. Lipton, Padmanabhan Pillai


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Learning the Difference that Makes a Difference with Counterfactually-Augmented Data

Sep 26, 2019
Divyansh Kaushik, Eduard Hovy, Zachary C. Lipton


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Learning to Deceive with Attention-Based Explanations

Sep 17, 2019
Danish Pruthi, Mansi Gupta, Bhuwan Dhingra, Graham Neubig, Zachary C. Lipton

* Preprint. Ongoing work 
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Entity Projection via Machine Translation for Cross-Lingual NER

Sep 13, 2019
Alankar Jain, Bhargavi Paranjape, Zachary C. Lipton


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Estimating brain age based on a healthy population with deep learning and structural MRI

Jul 01, 2019
Xinyang Feng, Zachary C. Lipton, Jie Yang, Scott A. Small, Frank A. Provenzano

* 32 pages, 9 figures, 6 tables 
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Learning Causal State Representations of Partially Observable Environments

Jun 25, 2019
Amy Zhang, Zachary C. Lipton, Luis Pineda, Kamyar Azizzadenesheli, Anima Anandkumar, Laurent Itti, Joelle Pineau, Tommaso Furlanello

* 16 pages, 11 figures 
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Learning Robust Global Representations by Penalizing Local Predictive Power

May 29, 2019
Haohan Wang, Songwei Ge, Eric P. Xing, Zachary C. Lipton


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Efficient candidate screening under multiple tests and implications for fairness

May 27, 2019
Lee Cohen, Zachary C. Lipton, Yishay Mansour


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Combating Adversarial Misspellings with Robust Word Recognition

May 27, 2019
Danish Pruthi, Bhuwan Dhingra, Zachary C. Lipton

* To appear at ACL 2019 
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