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We propose a general framework for sequential and dynamic acquisition of useful information in order to solve a particular task.
Eye movements during visual search: The costs of choosing the optimal path
Araujo, Christian, Kowler, Eileen, and Pavel, Misha · 2001
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Vowpal Wabbit
Langford, John · 2007
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A survey of learning-based techniques of email spam filtering
Blanzieri, Enrico and Bryl, Anton · 2008
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Learning when to stop thinking and do something!
Póczos, Barnabás, Abbasi-Yadkori, Yasin, Szepesvári, Csaba, Greiner, Russell, and Sturtevant, Nathan · 2009
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Text classification: a sequential reading approach
Dulac-Arnold, Gabriel, Denoyer, Ludovic, and Gallinari, Patrick · 2011
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Active classification based on value of classifier
Gao, Tianshi and Koller, Daphne · 2011
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A reduction of imitation learning and structured prediction to no-regret online learning
Ross, Stéphane, Gordon, Geoffrey J., and Bagnel, J. Andrew · 2011
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Classifier cascade for minimizing feature evaluation cost
Chen, Minmin, Xu, Zhixiang (Eddie), Weinberger, Kilian Q., Chapelle, Olivier, and Kedem, Dor · 2012
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Imitation learning by coaching
He, He, Daumé III, Hal, and Eisner, Jason · 2012
Cited alongside, same era.
Selecting actions for resource-bounded information extraction using reinforcement learning
Kanani, Pallika H and McCallum, Andrew K · 2012
Cited alongside, same era.
Efficient programmable learning to search
Daumé III, Hal, Langford, John, and Ross, Stéphane · 2014
Cited alongside, same era.
Sequentially generated instance-dependent image representations for classification
Dulac-Arnold, Gabriel, Denoyer, Ludovic, Thome, Nicolas, Cord, Matthieu, and Gallinari, Patrick · 2014
Recurrent models of visual attention
Mnih, Volodymyr, Heess, Nicolas, Graves, Alex, et al · 2014
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Very deep convolutional networks for large-scale image recognition
Simonyan, Karen and Zisserman, Andrew · 2014
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Learning wake-sleep recurrent attention models
Ba, Jimmy, Salakhutdinov, Ruslan R, Grosse, Roger B, and Frey, Brendan J · 2015
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Learning to search better than your teacher
Chang, Kai-Wei, Krishnamurthy, Akshay, Agarwal, Alekh, Daumé III, Hal, and Langford, John · 2015
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Early classification of time series as a non myopic sequential decision making problem
Dachraoui, Asma, Bondu, Alexis, and Cornuéjols, Antoine · 2015
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Image-based recommendations on styles and substitutes
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Cited alongside, same era.
McAuley, Julian, Targett, Christopher, Shi, Qinfeng, and van den Hengel, Anton · 2015
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