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cs.LG2025
Ambiguous Online Learning
Vanessa Kosoy
We propose a new variant of online learning that we call "ambiguous online learning". In this setting, the learner is allowed to produce multiple predicted labels. Such an "ambiguo…
cs.LG2025
Regret Bounds for Robust Online Decision Making
Alexander Appel, Vanessa Kosoy
We propose a framework which generalizes "decision making with structured observations" by allowing robust (i.e. multivalued) models. In this framework, each model associates each…