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Pseudo Shots: Few-Shot Learning with Auxiliary Data

Jan 16, 2021
Reza Esfandiarpoor, Mohsen Hajabdollahi, Stephen H. Bach

* Added link to code; Added acknowledgments 

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Zero-Shot Learning with Common Sense Knowledge Graphs

Jun 18, 2020
Nihal V. Nayak, Stephen H. Bach

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Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale

Dec 02, 2018
Stephen H. Bach, Daniel Rodriguez, Yintao Liu, Chong Luo, Haidong Shao, Cassandra Xia, Souvik Sen, Alexander Ratner, Braden Hancock, Houman Alborzi, Rahul Kuchhal, Christopher Ré, Rob Malkin

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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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Hinge-Loss Markov Random Fields and Probabilistic Soft Logic

Nov 17, 2017
Stephen H. Bach, Matthias Broecheler, Bert Huang, Lise Getoor

* Journal of Machine Learning Research (JMLR), 18(109):1-67, 2017 

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Learning the Structure of Generative Models without Labeled Data

Sep 09, 2017
Stephen H. Bach, Bryan He, Alexander Ratner, Christopher Ré

* Proceedings of the 34th International Conference on Machine Learning, Sydney, Australia, PMLR 70, 2017 

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