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Proposition 21 — the UCB strategy certifies $\mathrm{dec}_\gamma(\mathcal F^t,\hat f^t)\le\bar f^t(\pi^t)-\hat f^t(\pi^t)+\frac1{4\gamma}$ · Prove2Me