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06/02/2023
An Adaptive Method for Weak Supervision with Drifting Data
We introduce an adaptive method with formal quality guarantees for weak ...
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05/03/2023
An Adaptive Algorithm for Learning with Unknown Distribution Drift
We develop and analyze a general technique for learning with an unknown ...
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02/05/2023
Nonparametric Density Estimation under Distribution Drift
We study nonparametric density estimation in non-stationary drift settin...
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05/25/2022
Tight Lower Bounds on Worst-Case Guarantees for Zero-Shot Learning with Attributes
We develop a rigorous mathematical analysis of zero-shot learning with a...
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04/29/2019