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Online Learning

Online Learning with Sublinear Best-Action Queries
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AI Generated Machine Learning Online Learning 🏢 Sapienza University of Rome
Boost online learning algorithms with sublinear best-action queries to achieve optimal regret!
Online Classification with Predictions
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AI Generated Machine Learning Online Learning 🏢 University of Michigan
Online learning algorithms can now leverage predictions about future data to achieve significantly lower regret, smoothly transitioning between worst-case and best-case performance based on prediction…