Tag: optimistically

  • A Theory of Optimistically Universal Online Learnability for General Concept Classes

    A Theory of Optimistically Universal Online Learnability for General Concept Classes arXiv:2501.08551v1 Announce Type: new Abstract: We provide a full characterization of the concept classes that are optimistically universally online learnable with ${0, 1}$ labels. The notion of optimistically universal online learning was defined in [Hanneke, 2021] in order to understand learnability under minimal assumptions.…