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05/29/2019
The Label Complexity of Active Learning from Observational Data
Counterfactual learning from observational data involves learning a clas...
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11/05/2018
Model Extraction and Active Learning
Machine learning is being increasingly used by individuals, research ins...
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02/25/2018
Active Learning with Logged Data
We consider active learning with logged data, where labeled examples are...
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02/18/2017
Revisiting Perceptron: Efficient and Label-Optimal Learning of Halfspaces
It has been a long-standing problem to efficiently learn a halfspace usi...
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10/30/2016