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The Label Complexity of Active Learning from Observational Data
Counterfactual learning from observational data involves learning a clas...
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Model Extraction and Active Learning
Machine learning is being increasingly used by individuals, research ins...
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Active Learning with Logged Data
We consider active learning with logged data, where labeled examples are...
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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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Active Learning from Imperfect Labelers
We study active learning where the labeler can not only return incorrect...
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Songbai Yan
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