PDF-sublinearcontextualregret(i.e.,provethatitcompeteswiththeoptimalmappin
1WewillalsoconsiderthecasewherefhaslownormintheRKHSassociatedwiththecovariancek2
Theorem1Let201Supposeoneofthefollowingassumptionsholds1XisnitefissampledfromaknownGPpriorwithknownnoisevarianc
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