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09/08/2023
Online Infinite-Dimensional Regression: Learning Linear Operators
We consider the problem of learning linear operators under squared loss ...
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research
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08/08/2023
Multiclass Online Learnability under Bandit Feedback
We study online multiclass classification under bandit feedback. We exte...
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07/07/2023
A Combinatorial Characterization of Online Learning Games with Bounded Losses
We study the online learnability of hypothesis classes with respect to a...
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06/09/2023
Online Learning with Set-Valued Feedback
We study a variant of online multiclass classification where the learner...
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04/06/2023
On the Learnability of Multilabel Ranking
Multilabel ranking is a central task in machine learning with widespread...
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03/30/2023
A Characterization of Online Multiclass Learnability
We consider the problem of online multiclass learning when the number of...
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01/06/2023
A Characterization of Multilabel Learnability
We consider the problem of multilabel classification and investigate lea...
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11/10/2022
Probabilistically Robust PAC Learning
Recently, Robey et al. propose a notion of probabilistic robustness, whi...
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05/30/2022