Computational Learning Theory
In computer science, computational learning theory (or just learning theory) is a subfield of Artificial Intelligence devoted to studying the design and analysis of machine learning algorithms (Wikipedia)
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Online Matrix Completion with Side Information
Neural Information Processing Systems
We consider the problem of online binary matrix completion with side information .
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Online Matrix Completion with Side Information
Neural Information Processing Systems
We consider the problem of online binary matrix completion with side information .
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Teaching an Active Learner with Contrastive Examples Chaoqi Wang University of Chicago
Neural Information Processing Systems
We investigate an efficient teaching algorithm that adaptively picks these contrastive examples.
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Beyond Perturbations: Learning Guarantees with Arbitrary Adversarial Test Examples
Neural Information Processing Systems
Consider binary classification where test examples are not from the training distribution.
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