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Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation

Oct 23, 2020
Laurel Orr, Megan Leszczynski, Simran Arora, Sen Wu, Neel Guha, Xiao Ling, Christopher Re

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Sharp Bias-variance Tradeoffs of Hard Parameter Sharing in High-dimensional Linear Regression

Oct 22, 2020
Hongyang R. Zhang, Fan Yang, Sen Wu, Weijie J. Su, Christopher Ré

* 44 pages, 3 figures 

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Train and You'll Miss It: Interactive Model Iteration with Weak Supervision and Pre-Trained Embeddings

Jun 26, 2020
Mayee F. Chen, Daniel Y. Fu, Frederic Sala, Sen Wu, Ravi Teja Mullapudi, Fait Poms, Kayvon Fatahalian, Christopher Ré

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Understanding and Improving Information Transfer in Multi-Task Learning

May 02, 2020
Sen Wu, Hongyang R. Zhang, Christopher Ré

* Appeared in ICLR 2020 

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On the Generalization Effects of Linear Transformations in Data Augmentation

May 02, 2020
Sen Wu, Hongyang R. Zhang, Gregory Valiant, Christopher Ré

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Ivy: Instrumental Variable Synthesis for Causal Inference

Apr 11, 2020
Zhaobin Kuang, Frederic Sala, Nimit Sohoni, Sen Wu, Aldo Córdova-Palomera, Jared Dunnmon, James Priest, Christopher Ré

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Understanding the Downstream Instability of Word Embeddings

Feb 29, 2020
Megan Leszczynski, Avner May, Jian Zhang, Sen Wu, Christopher R. Aberger, Christopher Ré

* In Proceedings of the 3rd MLSys Conference, 2020 

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Slice-based Learning: A Programming Model for Residual Learning in Critical Data Slices

Sep 13, 2019
Vincent S. Chen, Sen Wu, Zhenzhen Weng, Alexander Ratner, Christopher Ré

* To appear in NeurIPS 2019 

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Snorkel: Rapid Training Data Creation with Weak Supervision

Nov 28, 2017
Alexander Ratner, Stephen H. Bach, Henry Ehrenberg, Jason Fries, Sen Wu, Christopher Ré

* Proceedings of the VLDB Endowment, 11(3), 269-282, 2017 

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Robust Sparse Coding via Self-Paced Learning

Sep 10, 2017
Xiaodong Feng, Zhiwei Tang, Sen Wu

* submitted to AAAI2018 

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SwellShark: A Generative Model for Biomedical Named Entity Recognition without Labeled Data

Apr 20, 2017
Jason Fries, Sen Wu, Alex Ratner, Christopher Ré

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Data Programming: Creating Large Training Sets, Quickly

Jan 08, 2017
Alexander Ratner, Christopher De Sa, Sen Wu, Daniel Selsam, Christopher Ré

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Incremental Knowledge Base Construction Using DeepDive

Jun 15, 2015
Jaeho Shin, Sen Wu, Feiran Wang, Christopher De Sa, Ce Zhang, Christopher Ré

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Feature Engineering for Knowledge Base Construction

Sep 18, 2014
Christopher Ré, Amir Abbas Sadeghian, Zifei Shan, Jaeho Shin, Feiran Wang, Sen Wu, Ce Zhang

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