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Neural Information Processing Systems 

Lower bound on regret: Assuming you mean Theorem 3 here - the theorem is correct as stated. Reviewer 2: On typo in β-smooth definition: Yes, this was a typo. We however use the correct defn. in all of our proofs. We mean Lipschitz continuity, as we want close-by models to imply the solution values are close. G(.,.) in Theorem 2. Yes, this is a clash in notation. The use of this term is meant to follow the notation in Bottou et.