The Power of Adaptivity in Identifying Statistical Alternatives

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Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization (2016, background): “o arbitrary accuracy. In particular, this model can have multiple means take the same value so that mass is on 1 and 1 mass is on 2 > 1, capturing the stochastic innite-armed bandit model of Jamieson et al. (2016). In this setting, both uniform allocation and SuccessiveHalving output a ^{that ”
Optimal Testing in the Experiment-rich Regime (2018, background): “The heavy-coin problem [Chandrasekaran and Karp, 2012, Malloy et al., 2012, Jamieson et al., 2016, Lai et al., 2011] is another closely related research area.”