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This paper studies the problem of robust $f$-projection when the $f$-divergence is penalized by an unbounded random variable. We give an existence result under a seemingly strong assumption on the conjugate of $f$. Finally, we show that this assumption is actually reduced to a sufficiently weak condition when $f$ satisfies a growth condition which is closely related to the conjugacy of Holder exponents.