3 citations · 3 across the 1 of their papers we have counts for
2 papers
cs.LG2019★ 3 cited
Hyper-parameter Tuning under a Budget Constraint
Zhiyun Lu, Chao-Kai Chiang, Fei Sha
We study a budgeted hyper-parameter tuning problem, where we optimize the tuning result under a hard resource constraint. We propose to solve it as a sequential decision making pro…
cs.LG2016
An algorithm with nearly optimal pseudo-regret for both stochastic and adversarial bandits
Peter Auer, Chao-Kai Chiang
We present an algorithm that achieves almost optimal pseudo-regret bounds against adversarial and stochastic bandits. Against adversarial bandits the pseudo-regret is $O(K\sqrt{n \…