A Theory of Optimistically Universal Online Learnability for General Concept Classes

Neural Information Processing Systems 

Haussler et al. [1994], Ryabko [2006] researched the online learning problem with a mix of both restrictions. There are also substantial amount of papers investigating online learnability with all measurable functions but restricted data processes.

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