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Assessment of Treatment Effect Estimators for Heavy-Tailed Data



Nilesh Tripuraneni , Dhruv Madeka , Dean Foster , Dominique Perrault-Joncas , Michael I. Jordan


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Variance Reduction in Training Forecasting Models with Subgroup Sampling



Yucheng Lu , Youngsuk Park , Lifan Chen , Yuyang Wang , Christopher De Sa , Dean Foster


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Top-$k$ eXtreme Contextual Bandits with Arm Hierarchy



Rajat Sen , Alexander Rakhlin , Lexing Ying , Rahul Kidambi , Dean Foster , Daniel Hill , Inderjit Dhillon


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Dynamic Local Regret for Non-convex Online Forecasting



Sergul Aydore , Tianhao Zhu , Dean Foster

* NeurIPS2019. arXiv admin note: substantial text overlap with arXiv:1905.08850 

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Deep Factors for Forecasting



Yuyang Wang , Alex Smola , Danielle C. Maddix , Jan Gasthaus , Dean Foster , Tim Januschowski

* Proceedings of Machine Learning Research, Volume 97: International Conference on Machine Learning, 2019 
* http://proceedings.mlr.press/v97/wang19k/wang19k.pdf. arXiv admin note: substantial text overlap with arXiv:1812.00098 

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A Local Regret in Nonconvex Online Learning



Sergul Aydore , Lee Dicker , Dean Foster

* Continual Workshop at NIPS 2018, 2 figures, 9 pages 

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Invariances and Data Augmentation for Supervised Music Transcription



John Thickstun , Zaid Harchaoui , Dean Foster , Sham M. Kakade

* 6 pages 

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Online Sparse Linear Regression



Dean Foster , Satyen Kale , Howard Karloff


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