MathDB2 problems
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Eluder dimension requires sublinear information gain for sublinear regret
Eluder-dimension conjecture. The eluder dimension does not yield sublinear regret unless the information gain is sublinear in .
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Improved cumulative regret bound for noisy Gaussian process bandit optimization
Improved cumulative-regret bound conjecture. The cumulative regret admits the sharper upper bound