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Agreement-on-the-Line: Predicting the Performance of Neural Networks under Distribution Shift



Christina Baek , Yiding Jiang , Aditi Raghunathan , Zico Kolter


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Defending Multimodal Fusion Models against Single-Source Adversaries



Karren Yang , Wan-Yi Lin , Manash Barman , Filipe Condessa , Zico Kolter

* CVPR 2021 

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Understanding Why Generalized Reweighting Does Not Improve Over ERM



Runtian Zhai , Chen Dan , Zico Kolter , Pradeep Ravikumar

* 41 pages 

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Boosted CVaR Classification



Runtian Zhai , Chen Dan , Arun Sai Suggala , Zico Kolter , Pradeep Ravikumar

* NeurIPS 2021. 16 pages, 4 figures 

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Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency Benefits



Leonid Boytsov , Zico Kolter

* ECIR 2021 (The 43rd European Conference on Information Retrieval) 

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You Only Query Once: Effective Black Box Adversarial Attacks with Minimal Repeated Queries



Devin Willmott , Anit Kumar Sahu , Fatemeh Sheikholeslami , Filipe Condessa , Zico Kolter


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A community-powered search of machine learning strategy space to find NMR property prediction models



Lars A. Bratholm , Will Gerrard , Brandon Anderson , Shaojie Bai , Sunghwan Choi , Lam Dang , Pavel Hanchar , Addison Howard , Guillaume Huard , Sanghoon Kim , Zico Kolter , Risi Kondor , Mordechai Kornbluth , Youhan Lee , Youngsoo Lee , Jonathan P. Mailoa , Thanh Tu Nguyen , Milos Popovic , Goran Rakocevic , Walter Reade , Wonho Song , Luka Stojanovic , Erik H. Thiede , Nebojsa Tijanic , Andres Torrubia , Devin Willmott , Craig P. Butts , David R. Glowacki , Kaggle participants


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Provably robust deep generative models



Filipe Condessa , Zico Kolter


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