202 citations · 242 across the 14 of their papers we have counts for
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cs.LG2020★ 3 cited
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees
Shali Jiang, Daniel R. Jiang, Maximilian Balandat +3
Bayesian optimization is a sequential decision making framework for optimizing expensive-to-evaluate black-box functions. Computing a full lookahead policy amounts to solving a hig…
cs.LG2020★ 2 cited
Lookahead-Bounded Q-Learning
Ibrahim El Shar, Daniel R. Jiang
We introduce the lookahead-bounded Q-learning (LBQL) algorithm, a new, provably convergent variant of Q-learning that seeks to improve the performance of standard Q-learning in sto…